{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt \n",
    "%matplotlib inline\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(sns.plotting_context(\"talk\"), \n",
    "        palette=sns.color_palette('Blues', n_colors=4),\n",
    "        style=sns.axes_style(\"ticks\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Txz09SqkWenqAUoSEhCghIUEdO3b09ChAlSgzeOfNm1dVc1SK3r17a+TIkTp9+rRq1aql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\nBQAAgNEIXgAAABiN4AUAAIDR/h+k/WJuZu17TQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f97e04add30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pipelines = ['CSP+LDA', 'MDM', 'TS']\n",
    "\n",
    "results = []\n",
    "for pipeline in pipelines:\n",
    "    r = pd.read_csv('../results/MotorImagery/TwoClass/%s.csv' % (pipeline), index_col=0)\n",
    "    results.append(r)\n",
    "results = pd.concat(results, ignore_index=True)\n",
    "sns.barplot(y='Pipeline', x='Score', data=results)\n",
    "plt.xlim(0.5, 0.8);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dIkWKIC0tTacsNTUV5ubmOmWWlpaoVasW6tatCwDo2rUr/P39ce7cObRu3fqt\n1+nTpw/c3d11ymJjY+Hl5fV+DSAiIiKifEe2ZLdy5cpYunSpTllUVBQcHBx0yuzs7HDixAmdMoVC\nkes5u1ZWVrCystIpU6lU7xAxEREREeV3si1Qc3Z2hlKpREhICAAgMjISYWFh6NSpk069Dh064MaN\nGzh69CgA4ODBg0hPT0edOnXkCpWIiIiIjIRsI7sqlQrz58/HlClTsGjRIqjVavj5+cHe3h7+/v4o\nXLgwhg4diqJFiyIwMBC//PILpk6dimLFimH+/PkoVqyYXKESERERkZGQdT8vR0dHrF+/Pkf56NGj\ndR43adIkx5ZkRERERER5xeOCiYiIiMhoMdklIiIiIqPFZJeIiIiIjBaTXSIiIiIyWkx2iYiIiMho\nMdklIiIiIqPFZJeIiIiIjBaTXSIiIiIyWkx2iYiIiMhoMdklIiIiIqPFZJeIiIiIjBaTXSIiIiIy\nWkx2iYiIiMhoMdklIiIiIqPFZJeIiIiIjBaTXSIiIiIyWkx2iYiIiMhoMdklIiIiIqPFZJeIiIiI\njBaTXSIiIiIyWkx2iYiIiMhoMdklIiIiIqPFZJeIiIiIjBaTXSIiIiIyWkx2iYiIiMhoMdklIiIi\nIqPFZJeIiIiIjBaTXSIiIiIyWkx2iYiIiMhoMdklIiIiIqPFZJeIiIiIjBaTXSIiIiIyWkx2iYiI\niMhoMdklIiIiIqOllPNiFy5cwLRp05CUlASlUokhQ4agS5cuOnW2bNmCKVOmoFy5clKZra0tgoKC\n5AyViIiIiIyAbMmuRqOBt7c3xo4dCzc3N9y6dQvdunWDo6MjHBwcdOo6OTlh1apVcoVGREREREZK\ntmkMERERAAA3NzcAgJ2dHVq0aIHdu3fLFQIRERERFTCyjexGR0fDzs5Op8ze3h6XL1/OUff+/fsY\nOHAgYmJiUK5cOYwaNQpOTk65uk5SUhIePXqkU3b37l0AQGxs7Ct/JiEuMVev/b6eJSXIcp07d+7k\n+WfYB/L0QUFvP8A+ANgHAPsAYB8U9PYD+u+D7LwoKytLljj0RSGEEHJcaN68efjnn3905t4GBQUh\nLCwMwcHBUtnp06cRGhqKQYMGwdraGitXrsSCBQtw4MABFCtW7K3XCQgIQGBg4MdoAhEREZHRWbNm\nDerXr6/vMD4a2UZ2ixQpgrS0NJ2y1NRUmJub65TVr19fp8O9vLwQFBSEs2fPolWrVm+9Tp8+feDu\n7q5TptGR+SqRAAAgAElEQVRocO/ePVSsWBGmpqbv0Yp3FxMTAy8vLwQHB8PW1lYvMehbQe+Dgt5+\ngH0AsA8A9gHAPijo7QcMow+ysrKQkJCAmjVr6uX6cpEt2a1cuTKWLl2qUxYVFZVjcdq9e/egUqlQ\nqlQpqUwIAaUyd6FaWVnBysoqR/nL15FbRkYGAKBs2bKwsbHRayz6UtD7oKC3H2AfAOwDgH0AsA8K\nevsBw+mDl6eYGiPZFqg5OztDqVQiJCQEABAZGYmwsDB06tRJp96qVaswevRopKamAgBCQkJgYmKC\nunXryhUqERERERkJ2UZ2VSoV5s+fjylTpmDRokVQq9Xw8/ODvb09/P39UbhwYQwdOhQjR46En58f\nOnXqBFNTU5QqVQqLFi2ChYWFXKESERERkZGQ9VAJR0dHrF+/Pkf56NGjpX+r1WpMnTpVzrCIiIiI\nyEiZTp48ebK+gygoChUqhIYNG6Jw4cL6DkVvCnofFPT2A+wDgH0AsA8A9kFBbz/APpCLbFuPERER\nERHJTbYFakREREREcmOyS0RERERGi8kuERERERktJrtEREREZLSY7BIRERGR0WKyS0RERERGi8ku\nERERERktJrtEREREZLRkT3Z5hsVzt2/f1ncIBofvjfe3detWpKWl6TuMAoefZ/YBwD4o6O0nwyX7\nccEKhQJPnz7F7du3cfXqVXz66adyXt4gpKeno0OHDtixYwfUajWqV6+u75AMQvZ748aNG7h69Srs\n7Oz0HVK+smnTJvz444/Ys2cPYmNjUa1aNZibm+s7rI8qLi4OFhYWeo2Bn2f2AcA+KOjtJ8Mme7K7\nZcsW/Prrrzhw4ACuXLmCoKAgpKSkoFatWjA1NZUzFL1ZtWoVEhMT0atXL/z1119YuHAhUlNTUadO\nHSgUCn2HpzebN2/Gr7/+ir/++gtXr14tkO+N9zF58mT06dMHw4cPx5UrVzBjxgw8efIEderUMcr+\nO3/+PMaMGYNly5ahY8eOKFSokF7iyP48f/nllzh8+DAWLFgAjUaD2rVrF5jPM/uAfVDQ208GTsjo\n5MmTolq1amLVqlUiKipKCCHEv//+K0aMGCGGDh0qEhMT5QxHb9zd3cX8+fOlx9HR0cLLy0usW7dO\nj1Hp18mTJ4Wjo6NYu3atuH37thBCiMjISOHj4yP69esnldGrHThwQLRv316cP39eKouNjRXdu3cX\nt27dEkIIkZWVpa/wPrjw8HDh5eUlAgICxM8//yz+++8/vcXi5uYmFi5cKD2OjIwUvXv3FmFhYXqL\nSW7sA/ZBQW8/GTbZ5uw+ffoUq1evRps2bdCnTx9UrFgRWq0WVapUwZw5c5CUlISjR49mJ+ByhSW7\nTZs2wdTUFM2aNUNmZia0Wi3s7e3RqFEjhIeHAwCOHz+ONWvW4OnTp3qOVh4vvjd69eoFW1tbCCHg\n4OCA33//HYULF8aOHTt06pOukJAQmJmZoVixYlJZfHw8Hj58iMTERADAxYsXMWzYMOlzll/9+eef\nWLx4Mdzc3DB48GAcOXIElpaW0vMnTpyQ7fOze/duPHnyBC1atJDKHBwckJycjH///RcA8OTJE6xf\nvx5xcXEfPR59YB+wDwp6+8nwyZbs3r17FydPnsSgQYMAAJmZmTAxMUFmZiYAwMXFBXv27AEA6ZaH\nVquVKzzZbNu2Dfb29qhZsyaUSiVMTJ7/X6BQKBAfHw8AOHXqFDZt2iT9sTbm5B94/t44ceIEBg4c\nKJW9eNtr4MCBUKlU0uNhw4bhwIEDssZoyI4fP45r167hk08+wbfffouJEyfi+PHjmD59OurVqycl\nwNu3b0dYWBiWL1+O3r17Y/fu3XqOPO8OHjwIPz8/9OnTB927d8fFixdRqVIllClTBgCQkZGBkydP\nIiQkBE+ePPno8axcuRKmpqYYO3Ys1qxZA41Gg+3bt6NQoUIoVaoUACAyMhKTJ0/G77//joyMjI8e\nk9zYB+yDgt5+MnxKuS505coVKJVKODk5QavVQql8funspObu3btSUhcTEwNbW1spEczKyoKJiUm+\nn/cTGhqKW7duITk5GV999RU8PT3Rvn17bNy4EVu2bME333yD2NhYREdHo2nTpihbtiwA5Pt2v83V\nq1ehUqng5OQEIQQUCgUCAgKgUCjQt29f1KtXD/Xq1QMAJCQkYMWKFTo7DmT/TEG1YsUKuLi4wM/P\nDykpKZg7dy7GjBmDTp06wdvbG4ULF0ZUVBT27t2LRYsWwdnZGceOHcO8efNw6dIljB07Vt9NyJXN\nmzdjxYoVUKlUmDt3Lp48eYKmTZuiSJEiuHPnDmxsbHD58mVERkbi888/R7ly5aDVamFiYvJRfoeE\nhoYiOTkZixcvhkajwcKFC+Hn5wcnJyd4eHigbdu2SE9Px4kTJ1C6dGncuXNH50ubMWAfsA8Kevsp\nf5BtZLdo0aIoUaIEEhISYGJiAq1WCyEETE1NkZycjJiYGHz22WcAgF69euGXX35BREQEMjIyYGpq\nahTJzKpVq9CtWzds27YNgwYNwrp169C7d28cPHgQXbp0QZcuXbB//36cPHkSqamp8Pb2RkBAgM4I\nd1ZWlh5b8HEUL14c1tbWiI+Pl/5//uKLL5CYmIhu3brpjAS4uroiMDBQZzGSQqGQ3k8FzZUrV3Dx\n4kV0794dAGBubg5fX1/07dsXxYoVQ+HChZGamoo9e/bA2toazs7OAIBmzZph8uTJCA8Px507d/TZ\nhFxZsmQJ1q5di5EjR2L//v0YMmQIVq1ahZYtW+LSpUuwsbGBEAKnT59GcnIy2rdvD+D5lBetViv9\nDvmQd4tWrVqFNm3aoGzZsqhevTr++OMP+Pv7o1mzZvDw8ICZmRmuXbuGkydPYuTIkShVqhQSEhKk\nu1mhoaHo16/fB4tHH9gH7IOC3n7KH2RLduvWrQtLS0vcuHHj+YVNTKTkZP369RBCoEWLFrh8+TIe\nPHiAxMRE7NixA82bN8fGjRtzvF5+m+Jw9epVREZGSivjmzdvjpUrV2L69OmYOXMmvvnmG0RFRSEi\nIgK1atWCr68vvvnmG+zatUuar/rs2TOjXFVfu3ZtFC1aFFFRUVLZJ598gp9++gmOjo64fPkyVCoV\nIiIioNVq4ebmBgA4d+4cVqxYgUePHkmjdgUt4b158yaSk5NzzIUrX748QkJCkJaWhsTEROzbtw9P\nnjxBRESEVCcyMhLXr1+HjY0NgOdfpOLi4nDkyBE8ePBA9ra8Tnp6Om7cuIFevXqhdevWAAA3NzeE\nhIRg8ODBaNKkCYDnn7Hz58+jXr16qFSpEjZt2gRfX19069YNM2fOxNOnT6W7RcD7TQ+KiorCyZMn\n8fjxY52tz6pWrYpdu3bh3Llz0Gg0OHr0KOzt7eHu7o4zZ85AqVRKd7UCAwPRoEGDd45B39gH7IOC\n3n7KP2RLdq2trdGlSxdMnjwZ8+fPx7Nnz/DgwQNs374df/zxBzp37gxHR0dMnz4d7dq1w6hRozB9\n+nSMHj36lXMLs5Pl/JL0Ojo6YsuWLdKHOnuk8tNPP4WVlRUAIDw8HM+ePYO3tzeUSiVq1qyJKlWq\n4MqVK7hz5w7atWuHmJgYndcVQuT7BM/KygrdunWDn58f5s2bh2fPnkGj0SAyMhKHDh2S5nnPmjUL\nHTt2xKeffopZs2bh+++/x19//YX+/ftj7969ePTokc4dgPzeL7nRoUMHHDlyBGXKlMHAgQMxZswY\nLF68GAsXLsRnn32GQoUKYffu3Xj27BmmTZuGoKAgtGvXDoMGDcKaNWswYsQIAM+/OEyZMgUeHh7Y\nunUrPD094evri5s3b+q3gQDUajX8/PzwxRdfAHj+RVej0QAAatSogbt37wJ43oaHDx+iZ8+eWL58\nOXbu3IlGjRph6dKliI2Nxfjx43XeE+9zt6hSpUrYuHEjHj9+jM6dO2PBggWIiorC1q1bERcXh1q1\naiEmJganT59G+/btYWZmhgoVKuDSpUsAgH/++Qc3b96Et7e39HjZsmX48ccfsWTJEql9hox9wD4o\n6O2n/EPWE9S6deuGefPm4e7du/Dw8MDkyZOxY8cOjBkzBj169MDVq1dx5swZDBo0COXKlQMAmJqa\nIj09HYmJiUhISMDRo0cRGBiIK1euQKFQ6IzUGDIhBGxsbKRvv9lzlrKT9Zs3b+LixYuoWLEiatas\nCQC4desW/v77b7Rq1QqFChWCnZ2dzoibRqOBQqEwigV9Xbp0QWBgIO7du4euXbvCx8cH3t7eaNCg\nARo1aoTLly/j6tWr+PLLL/H3339j586d+OmnnxAcHIyZM2di7dq1+P7773H+/HnpNbP7xRinfrzI\nysoKo0aNQkhICBwcHHD37l2MGDECP/74I54+fYotW7bA09MTzZs3x7JlyzB58mSoVCr8/PPPGDx4\nMABg7NixSEtLw8yZMzFnzhzs3r0b5cuXx9ixY6U/TPqS/b7OvqthYmIifX4OHDgAa2trpKam4tSp\nU6hVqxZKliyJ9evXQ6vVomHDhrC2tsbMmTORlJSE69evIyYmBosXL0ZCQoJO8puX94kQAk5OTpg7\ndy7mzp2LW7duwdfXFykpKZg2bRqUSiUOHTqE4sWLo1GjRgCAlJQU6XozZsyAl5cXAGD58uUYM2YM\nDh8+jCZNmiAyMhIdO3bEvHnzDHohD/uAfVDQ20/5iDw7nAmh1Wp19vlMTEwUN2/eFFqtVmRmZgoh\nhPjuu+9E+/btxaNHj4QQQjx58kTMmzdPeHl5CY1GI7p37y769OkjJk+eLNq2bSvGjRsnkpOThVar\nlV43v+4lumLFCtGjRw8REREhhHjeXzNnzhRt2rQRQghx48YNUbt2bREbGyuEeN43ffr0EQEBATle\nK7s/84uX3xsPHz4UYWFh4sGDB+Lhw4dCCCEGDhwovvvuO5GUlCR++uknMWTIEOlnNRqNaNiwoRg7\ndqx49uyZSE5OFn/++ac4c+aMXtpjKDIyMsTq1auFg4ODVJbdz6NGjRLTp08XQgixbNky4eLiIuLj\n43XqCCHEuHHjhK+vr/QZu3//vlzh58qmTZvE4sWLxZIlS0T37t3FxYsXxbFjx4SXl5eYOnWqcHd3\nFz4+PiIiIkI4OTlJew67u7uLXbt2CSGE0Gg073TtrKwsnb56+vSp9O/r16+Lr776Svz1119S2eTJ\nk8Xy5cvFvXv3RPXq1YVGoxHnzp0T9evXFxs3btR57ejoaDF06FCD36OUfcA+KOjtp/xBtmHR7FFY\nrVYLrVYLKysr6ThYU1NT3Lt3DwcOHECFChVQtGhRAM9vaURERKBdu3bYs2cPoqOjERQUhEmTJmH/\n/v2Ijo7GnTt3oFAopPmKL+7gkJ/Y2dnB0dFR+vYbFxeHrVu3Srd3zp07h4oVK6JMmTK4d+8efv/9\nd2RmZsLDwwMHDx6U+gSAzrzepKQk+RuTRy+/N6ytreHi4oISJUrA2toasbGxOHbsGHr16gVzc3OE\nhobCw8ND+tmwsDAUK1YMbdq0gVKpxMCBA7FmzRr88ssv6NGjh85ob1JSErZt24YrV67oq7myUSqV\nqF69OqpUqQIvLy9s3LgRJiYm0q3B7M/IunXr0KdPH5QqVQpCCJ27JZ6enihVqhTS09MBAO3bt8em\nTZvkb8xrdO/eHQMGDEC1atXg6OiImjVrQqVSITU1FRMnTsTOnTtRq1YtTJo0CdWqVYONjQ20Wi0+\n++wzaXRp3rx5GDVqlLT1H/B/o8nZi2hexcTEROd9W6RIEek1NRoNSpUqhZYtW0r109LSYGFhgdmz\nZ6NTp05QqVTYsmULqlWrJr2ftVotMjMzYW9vDysrK6xcuRIajQaJiYnYunVrjmlM+sY+YB8U9PZT\nPqHPTFuI56NPQggxevRo4enpKVauXCkGDBgggoODRdeuXcXo0aOFEEK0adNGNGnSRPTr109s375d\npKenix9++EFs3rxZpKeni59//lnMmTNHnDp1Sp/N+WB+//13UatWLenxvn37RL9+/URcXJwYNmyY\nGDFihLh9+7YICwsTjRs3Fhs2bBD9+vUT3bt3F//++68QQoj09HQxbty4HN+W85PsEYNDhw4JrVYr\nYmJiRMuWLcXdu3elOgMHDhRjxoyRRr2fPXsmPTd37lwxfPhw6fHJkydF06ZNRb169cS3335bYEYM\njh8/Lr755hvRvn17MWjQINGrVy9x9OhR8fDhQ9GiRQvpjsLLtFqtdKdlx44dol69ejr9+2I9uWm1\n2lde9/79+2LAgAE6o0lCCBEXFyeN4i5ZskQ0b95cTJs2TXTt2lUcPXpUp2723ZGZM2cKT09Pce/e\nvXduY/Y1//rrL+Hu7i5q1KghEhIShBBCNGrUSGzdulXnmi/Gm30i3qlTp0TLli1FSEjIO8Wgb+wD\n9kFBbz/pl2z77L4m0YZSqcTjx4+xb98+LFy4UNo388CBA/jiiy/g7u6O6OhoKBQKhIaGIiwsDKtW\nrcKyZcsQGRkJDw8PxMTEICwsDCVLlkRaWhrGjx+P/v37o1evXjrXMuTty7L3A81Wt25dVK1aVXqc\nlZWFf/75Bzt37kRsbCyWLVuGokWLIiIiAra2tnB1dUWPHj0wc+ZMhIWFoUqVKnj48CGmT58ujeBp\ntVqdOb75QXaftGrVCgBgY2ODtm3bon///vD29sbJkydx9uxZTJ06FQqFAvPmzcOtW7dQs2ZN9O3b\nF2ZmZoiLi4NGo0F6ejrCwsJQqVIlBAcHY9u2bZg+fTpsbGwwZcoUlC5dWp9N/aicnZ3h7OyMf//9\nFwkJCahTpw7Mzc2RmZmJokWL4ubNm2jUqBEyMjJ09sBUKBTSoRSLFy+Gh4cHzM3Npc9T9v8qFAqk\npaXpbAn3sb34Ps7+/AghULZsWfTt2xcLFizAH3/8AQcHB1SoUAFDhgxBVlYWbty4gZMnT+LBgwdo\n2rQpvv32W1hbW+u0ydTUVPq9dO/ePWl+fG69+Hl+sT//++8/dOzYESVLlkR0dDS0Wi3q168PADl2\nWildujRKly6NZ8+e4e+//0b58uWlRXr5AfuAfVDQ20+Gw3Ty5MmT9XXx7D8ea9euRVRUFHx8fGBm\nZgZHR0e4u7vDyckJhQoVgkqlwj///IMyZcqgefPm6Nq1K+rUqYPy5cujY8eOWLt2Le7fv48pU6ag\nc+fO0vGynTp1wvXr16FWq6FWq3Nc35AS4JfjqFChAqpWrSrFuG/fPkRERKBKlSro378/KlSoAOD5\navSwsDD8/fffcHFxgZ2dHaysrGBtbY0vv/wSUVFRUqKYnZRk70lrKG1/m+wkPTIyEuvXr8fo0aNh\na2uL5ORknD17Fg4ODujSpQumT5+OsLAwdOvWDWFhYfjjjz9w9epVtG7dGs7Ozrh+/TpWrVqF9u3b\no3bt2qhWrRo8PT1x5swZKQE0diVKlMCnn34KMzMzKBQKmJqa4tatW0hKSkKzZs10/tC8+B45evQo\n1qxZg4CAAJibm+ss/jMxMcHChQvh5eWFlJQUVK1aFUWKFJG1XdnxZP9vhQoV0L17d9jb26NOnTpw\nc3PDzZs38dtvvyE0NBRZWVlwcHDA119/jSJFiuRY6GliYoIFCxbg7t27aNq0KT777DNYW1vnOZ4X\nVahQAZ999hk6d+4sfWE4fPgwTExM8Nlnn0Gj0bxya8GrV69i7dq16NixI5ycnKQ+f9Hdu3el6V+G\ngn3APijo7SfDYRBbGQwYMACbN2+Wdip4eZ6chYUFateujalTpyIwMBBbtmxBXFwcBg8ejAsXLuDS\npUto3rw5qlatiqysLJQrVw5XrlyBRqPB7NmzMWfOHGl0U7yw+jojI8MgV3m+ON9YoVDg7t27ePLk\nCWrWrIkRI0ZIh28EBgYiPT0dPj4+SExMhJeXF0qXLo26devi5MmTePjwoXQE7/nz57Fp0ybExMRI\nc6zyi+xYTUxMcPToUdy+fRstW7ZE9erV8eTJE7i4uMDGxgZxcXH44Ycf0LlzZ/zxxx9wdXWFhYUF\nXFxcYGJigrCwMGRmZqJnz54AoLN91Z49e5CYmAgAOHLkCIKDg/XSVn3w8PDAmTNnMGrUKFy9ehWP\nHj3Cli1bsHjxYunI3UWLFqFjx44oUaKEzmcoe6/MlStX4ttvvwUA9OvXDz/++COio6Plb8z/l/0Z\natiwIWrXro3MzExs27YNQghMmDABS5YsQVxcHM6cOZNju7rsHWB2796NMWPGICYmRufEvqysLISG\nhsLZ2VnaAzu3sueiA8+3Y/T09JT63MzMDACQnJyMhIQEAM9Xrp84cQIZGRnSfMYXP7tRUVGYOHEi\nxo0bhw4dOiAoKMggf6e9iH3APijo7Sf56XUaw4teHDXJ/gP6ooEDB6J169ZYuXIl4uPj0aFDBwDA\nmTNnkJ6eLj3WarVYv3496tWrhyJFisDBwQFpaWnSN0WFQoEbN27A3t4eFy9exIYNGzB69GiULl3a\nYEY6s2MNCAjA48ePcenSJdSsWRNTp06Fubk5AODJkyc4e/YsoqKiUL16dSxduhTt2rXDqVOn0LJl\nS6xevRotW7bEJ598gqCgIOn54OBg1KxZExMmTIClpaV0zaysLIM/sKJSpUqoXbs2hgwZggYNGuDk\nyZOoU6cOWrZsCYVCAVdXV0yaNAmnT59GxYoVERISgo4dO6J69eqIjo7G0aNH0a5dO5iZmSErK0u6\nrda6dWv4+fkhNTUVAPDbb7+hWrVqAJDjtr4xqlSpEtatW4cVK1bA19cXn3zyCVJTU9GmTRtYWlri\n7NmzOHv2LKZPnw7g/0ZrMjMzoVQqsWHDBigUCvTv3x9FixbFd999h+DgYAwfPhy1a9eGr6+vzobz\ncnj5vaxUKjFy5EhoNBqYmZkhJSUFFhYW0sK7bNmnrS1fvhxOTk6wtLREXFwcatSoIdUJDg6WNtJP\nTk4GkLe7RC/Wa9euHS5duoSePXuiefPmqFWrFpYuXYrOnTvD09MTd+7cwbFjx3Tety+2TavVwtbW\nFr1794a1tTXGjh2LlJQUaf9kQ8U+YB8U9PaTzOSdIvxuXt6aKntR29WrV0WfPn3Ezz//LD135coV\n4ejoKE1o9/T0FLNnzxZCPN/Savny5cLJyUncv39fxMXFibS0NCHE8wVhq1evFunp6XI1663u3bsn\nZs2aJQ4fPiy1WYj/W5izceNG0bp1azFu3DgREhIiGjVqJE6cOCFOnTol6tSpI27fvi127dolBg0a\nJE3+12g0YtSoUSI0NFQIIXReV4j8sW3Z7du3RWBgoAgNDZX+/8sWHx8vNm/eLA4cOCC6desmgoOD\nhRBCrFq1Sri5uYkHDx4IIZ73YXbbV69eLdq2bSuEEOLEiROiRo0a4tq1azK2yLDcuXNHCPF/i86G\nDBkivL29dcpe5OrqKn755ZdXvlb2wq+oqChx4sSJjxFurrxqMdvatWuFv7//K+u7urqKo0ePiuPH\njwsfHx+RlJQkMjMzxaZNm0SXLl3EL7/8Itq3b5/j98W7fn4ePHggZs+eLebOnSvWrFkj7t+/L7Ra\nrVi9erVwc3MTSUlJUjte9uI1Dx8+LLp27Spt2afVasXjx4/fKSa5sQ/YBwW9/fTxGMzI7pu8ONdU\noVBII79Vq1bFl19+iUqVKgF4Pjq5evVqODk5wcnJCcnJyUhPT5e281qwYAFu376NRYsW4Z9//sGc\nOXMQEBAACwsLREREoGXLllAqldJtWn2P9JYrVw6jR4/OUZ4dl4eHBzp16oQlS5bgn3/+wcyZM+Ho\n6IiZM2eiXr16sLW1RWBgICpUqAA3NzcIIaBSqRAfH4/Tp0+jTZs28Pf3x+3btzF16lSUKFHC4Ed3\nAcDW1hbDhg3TKRP//zS9UqVKoVu3bgCAe/fuSbeq9+7di/bt26NEiRLIysrSeR+tW7cO7u7uyMrK\nwrp161C0aFHs378f48aNw9ChQ9GmTRvZ26hPn3zyCYDn77M7d+7g8OHD2LBhg1QG/N+dgD///BM3\nbtyAVqtFamoqvv76a2lLQQBo1qwZNBoNlixZgi1btqB+/fro2bMnOnbsKGubXvVZfnEBK/B/I9Ub\nN25EyZIl0axZM5w/fx7Xr19H8eLFERAQgJs3b6Jfv34ICwvD559/DjMzM2RmZuLp06coXry49PkR\nuRzpzd7irESJEhg5cqTOc9euXcPu3bvRqlUrFC9ePMci1uzfU9nXTE1NRXh4ODIzM2FtbY0bN24g\nMDAQt27dQvny5TF48GDpwBpDwj5gHxT09tPHl38mbuL5HJ0X/4CYmJjAzc1NuuV87949hISEYOjQ\noQCAp0+folq1anj48CF27NiB3bt347vvvkOjRo2wZ88euLi4oEKFCti3bx9KlSqFTz/9VLqGvhPd\ntxFCICsrC2q1GsOGDcPUqVPRvHlzxMXFYfPmzdKpNLdu3UKVKlWgUql09iOuVq0anj59in379iE5\nORmrV69GmzZtsGvXLun1X7yWoctebPVirP369cMPP/wAa2trPH78GIcOHUJERARMTU1hYmKCmJgY\nTJ8+HU+ePIGHhwf+++8/7Nu3D/369cOQIUPg4+ODuXPnFog9eV/HxsYG27dvR+3atXX6NvuPzezZ\nszF48GBs2bIFpUuXhre3N7777judPrt16xaOHj2K4OBgjB07Ftu2bUO3bt2wYsUK2duTLfvL0Yuy\nv/zMmzcPnTt3BvB8f+vy5ctj8+bNOHLkCAYNGoTixYvjzJkz+PrrrwEAEydOxPjx4/HFF19g/fr1\nAHS/FLw43/dl2fPnxSuO/TYzM0OhQoXQo0ePHLFnXyN7WtaRI0fQv39/nD59GlOmTMG///6LqVOn\nIiMjA0uWLEHdunUxbdo03L9//1277KNhH7APCnr7SQZyDSHL5dixY9K/09PTRYcOHcT3338vxo4d\nK93KP3DggPDw8BCHDx8WKSkpomfPnuJ///ufGDt2rHB3dxfLli3LcZtEH/uI5sbLUzyEECI8PFwI\nIXEsKukAACAASURBVERKSorw8PAQZ8+elZ5btGiRGDJkiLh06ZJYt26daNiwoXTS2KFDh4Srq6u0\n9+GLMjMz89XpdK/ql71794pevXqJDh06iOnTp4smTZqIAQMGSHvMjhgxQvTt21eqr9FoRJs2bXLs\n15o9/WHjxo2iTZs20r7GBUX27cKTJ0+KunXripiYGOm5rKwssWTJEjFjxgzx8OFDkZmZKWbNmiXc\n3d11XuP8+fPim2++ERMnTpRuNepb9mc8PDxcmp6wY8cO0aJFCzFkyBDpczJ06FBp2savv/4qWrVq\nJW7duiVOnDghBgwYIIKCgqTXPHv2rNi9e7c0feZ9Y3tRSEiIGDRokHB3dxcDBgwQAQEBIjU1VaSn\np4uJEyeKESNGSLd9hRCib9++YuXKle8Vhz6xD9gHBb399O7yxTSGvGjatKn075s3byIqKur/sXfm\nAT2l3x9/taJSIUWk7BVSIrI0Q5ayVrLv2SaMdcxElhn7Tpaxm2xjCdnXbIMUSrZStpLSRqV9fX5/\n9L13KmZ+s1Km9z90P/c+n3vO51nOc55z3gd1dXWmTp0qhzOcPHmSunXrYm1tzdGjR8nLy2PQoEEM\nHToUPz8/li5diq2tLbVq1ZLbksIogBLFZPAhL7S1tTVCCCpUqECfPn2YM2cOTk5O6OnpsWHDBr7/\n/nsMDAyYNGkSY8aMkdkdcnNzSUpKQkVFBSEEb9++5fbt27Rq1Qptbe1PId5fRmG9SEfudnZ22NnZ\ncePGDV69esW6deuoX78+GhoaREZGcvHiRbZs2SK3cefOHerWrfteVq/kAdy9ezeRkZHExMRQv379\njyfcJ4Z0XLhjxw5ycnLe8/hKHk+Aly9fcuHCBZlDU4KZmRkbN24kOTlZ5vEFPjpXb2FI/cXa2rrI\n++Tn5+Pu7o6BgQF+fn6EhIQwZ84cbt68yf3793Fzc6NWrVrUqlWLtLQ0VqxYwZAhQ1izZg3nz5/H\nwcFBTqCFPx7iUDgJp/D9YWFhrFixgsjISObMmUOLFi3Iz8+Xs9glbuBu3brJ4zY7O5vMzEyZS/ru\n3bu8e/eOq1ev0rRpU9mTXdJQpoMyHfzX5S/DP4PPztgtjAYNGnD48GHy8vIwMzMDwNfXl7i4OIYP\nH46CggKnT5+mRYsWcic3NjZGQUGBu3fvUqtWLd6+fcv9+/epW7cuBgYGn1KcP4XCcb3Gxsbs2LGD\nKlWqMGfOHBwdHTl69CjJyckMGTJEfsbLyws7OzvU1dVZvXo1169fR0tLi+XLl/PFF18wbdo0mT81\nNzeXN2/eoKen90nk+zOQJkpp0mzTps1792zcuJHc3FxZb9nZ2QQEBJCfny/Hd4n/hY4oKytz9uxZ\nwsLC6Nq1KzVr1pTbkQyZ0sBu8XexdOlSduzYwbhx42jQoAEuLi5FWAvy8/M5e/Ysb9++JSYmBmdn\nZ5ycnBg4cCBQoCstLS3S09O5fPkyfn5+xMfHo6WlxZgxY+RY/E+JPn36YG9vj4aGBikpKezatQsz\nMzP09PQ4c+YMqqqqdO7cWb7/+fPnGBoaUq5cOXR1dXn79i3nz5+nadOm2NjYAMiFKyTmh9/Cb31W\nsWJFKleuzOPHj3nx4gUmJibyYp6Xl0doaCgVK1Ys0s99fX3R1NRERUWF7Oxsnj59yi+//EJ4eDjh\n4eG0a9fuT/EIfyyU6aBMB/91+cvwz6DkuCj/BQghaNSokWzoAhw/fhx1dXWsra25ceMGMTExmJmZ\nyd6lN2/e8PjxY9q1a8eRI0dwcXFh3759DB8+nGnTphEXF/epxPnTEP+Lf2rSpAmrV69m5syZcvLW\nwoUL6du3r7wL9vf3Jyoqinbt2nH//n22b9/O999/z08//cTFixcJCwsjICAAKIjBPH/+PMeOHftk\nsv0VFE4eKoz8/HwqVKjA2LFjuXv3LllZWRw8eBB/f39at25N9erVZSNW8uouX76cadOmUblyZcLD\nw+W2cnJyuHPnDq1atcLT07NUxDv/VWhqajJ58mS8vb1p1KgRs2bNYuzYsfj6+gIQFxfH4cOHmTJl\nCtu2beO7777Dz8+PLl26sGPHDnlj8cMPP7Bjxw5UVFSYMGECderUYeLEiUyaNOmTxtZJ40eiTStX\nrhz16tVj9OjRAAQHBxc58YiPj+fx48dygt+5c+cYM2YMO3fuxNjYmOfPn/Pzzz/z8OFDOcb8r6B6\n9eosWbKEPXv28PjxYwYPHoy7uztJSUkoKSkRGxuLnp6e7L3Kz8/H398fNTU1GjZsiKqqKn369GH4\n8OHUqlULW1vbDy7wJbnvlumgTAf/tvzHjh2TudfLUPrxWRu7HzoqdHd3Z/LkyWhqarJp0ybevXsn\ne2xzc3PZunUrbdu2JSsri02bNjFw4EA2b97MxYsXSUtLkxfy4hBCkJaW9q/K82dRvGKaFH6Rk5PD\nwIEDGTNmjHzvwYMHadSoEZaWlpw+fZq8vDz2798vG7iGhoY8ffqU1NRU5syZw6xZs2TC7+JFQEo6\nivcLRUVFZs+ezbhx40hJScHe3p6jR4/Ss2dPeXMAvxYquHbtGpmZmYwYMYKzZ88W8Wbu2bOHzZs3\nk56eTlxcXIlPdPwnoKysjIuLC97e3tjY2HD79m0Azp8/T1pamsx60KJFC9auXcvatWtlQvmTJ09y\n8+ZNJk6cyJw5c2jcuDFjx47l1KlT6OjocOLEiU8mV/EQIVVVVaZOnSr/3n379iUtLY2wsDCgoPBG\nSkoKPXr0wM/Pj7i4OFq3bk3lypU5e/YsLi4uhIaG4u7ujqurq5wsKqFwMZnfQ15eHvn5+dSqVYt5\n8+axa9cu9PT05I14REREkVOoa9eu8fTpUywsLGRDHAqMcRUVFTn0SzJqRKHEH4lHuKShTAdlOvi3\n5JeuLVu2DEdHR+bMmcPLly8/nmBl+FfwScsFf2wIIeTjRSEEFStWpHbt2vzyyy+oq6tz7tw5jhw5\nwrp16/Dy8sLf35+kpCQqV66MkZEReXl5nDx5kp49e77Xdnh4OBMnTiQkJITWrVuXqCPs4ou2kpIS\n1tbWcmxkWFgYa9asYejQoZiZmeHm5saPP/6IpqYm69at4+TJkyQlJaGvr0+bNm0IDQ0lLS2NuLg4\nOnbs+F5pWB8fHzIzM6latepHlfOvQorFVlZWpk2bNgwYMAAbGxtatWoll5kuXI528uTJ9O/fH11d\nXe7du0evXr3IycnB39+ftWvX0rZtW3JycpgwYQKVK1cuEtpQGpg+/g7MzMxo1aoV+fn5HD16lFu3\nbmFsbEzt2rVluXV0dGQGlWnTpmFra0vfvn1RUlKS6QWhQNcrV66kR48eH7388IdQ+N0AqlWrRkxM\nDOvWrePixYs8evSISZMm0bx5c+bOnUvjxo0ZMGAAp06d4vz58/Tp04evv/6aAQMG4OfnR3Z2Nqam\npmRkZKCioiJvRot/T3FIjDHSJlZNTY2WLVvKGwg1NTW8vb2pVasWmZmZfPPNN1hbW+Pk5CR7qQMD\nA/Hx8cHCwoIOHToAyH1UUVGRxMRE9u3bx6hRo1BWVsbS0vLfUutfQpkOynTwb8kPBdVJ7e3tmTZt\nGlFRUSxdupRXr15hYWEhn4aWoXThs47ZLY7CC4hUcQtg//79LFmyhHr16jF79mwMDQ2JjIzEzc0N\nFRUVNm7cyK5duwgLC5MHROGYzPz8fB4+fEhycjJPnjwhMzOzRFfdKsxTKISgQYMGeHh4YGhoSG5u\nLs2bNycvLw8nJyecnJy4cuWKHM8bGBjI48ePGTVqlJx0Uzjh5t27dyxYsICsrCwOHz6Mvr7+J5Pz\nj6KwLqQEh8I7f/j19w4ODiY8PBwXFxdiY2NlQ2Xr1q28efMGJycnFBQUqF27thxzmpSURKVKlf40\nB2tphqKiIt9//z3dunXD09OTtWvX0rNnT4YOHSovFk+fPiU7O5svvvhCHi9RUVGkp6fTsGFDbGxs\nOH/+POrq6iVCZ8UTUxUVFRk9ejSjR4/m/v371KxZk8qVK/PgwQNevHghV2+6fPkydevWpUuXLvKz\nKioqnD9/HmdnZ44fP87Zs2eZNGkS5ubmfzgBtnC/Lawbe3t7EhMTWbBgAQYGBrRr1+49vu7Lly9T\nrlw52Zsl9e/MzEwCAwPx8PCgRo0a5Obm0q5dO6DovFFSUKaDMh38k/JDQWLyixcvaNWqFYaGhkyY\nMIFx48bh7+9f6k4xy/Ar/lPGbnFIg6N///7079+fjIwMKlSoAICWlhaxsbFMmDABBwcHfH19OXHi\nBI6OjgAyp6vE7/f69WsqVKiAkpJSkTK8UMD3+7HLpf4eCk9UH8pAt7KyYuXKlaSmplKrVi10dXXZ\nsGEDWVlZeHt7o6ysLDNbFE/EunbtGsnJydSsWbNUGLqF8XtxlNL1WbNmyUZ+cHAwUVFRBAYGcvDg\nQXbu3MmzZ8/YuXMn06dPB2Dx4sVERETw8uVLHBwcGDFiRJGNUEnrG/80WrRoQYsWLQgNDWX79u04\nOjri7OzM0KFDqVixIurq6kW83cnJybi5uaGnp4eLi4ucXCIldRW+b9++fWRmZjJ27Fh53H5MFE4y\nK5wXkJOTQ3Z2Nv7+/piYmJCRkYGurm6ReMB79+7h6OhIamoq3t7epKenc+DAAfbt28fSpUvf+66A\ngIDf9Kp9aBMwcOBABg4cyLt37+T+FRISgomJCXFxcTx79gwTExPZw66kpER4eDhLly6lcuXKTJgw\ngYcPHxIdHY2JiUmJM3CKo0wHZTr4J+QHiIyMxNDQkEuXLnHu3DlGjRpFmzZtiqyRZSh9+E8bu8Wp\nqQovmO3atWP9+vVoamrK9bgXLFhQJFhfej4sLIzw8HBq1qxJw4YNgV+rMb169YqlS5cSEhLC1q1b\nqV279keU8K9h8ODB1K1blx07dpCVlUXXrl2pXbs2Dx8+JCQkhFatWsnH84WNw6ysLPbv34+VlRXG\nxsay11NK6nry5Al37959jxy8NMHNzQ1zc3OgQN6srCxOnTqFu7s7tWvXZs+ePdSoUQMzMzNWr17N\njRs3WLRoERoaGqxZs4bVq1fz7bffAhATE8Pp06dxdHSkUqVKn1Ksfx0NGzZk2bJlvH79muDgYJSU\nlNDQ0CA7O5snT57IoQ+NGzfm5MmTzJ8/n8WLF/P999/LtGXSeDt69Cg+Pj7k5uaioaGBr68vurq6\nRZJRPgZ+a3PUrFkzlixZws2bN8nLy0NVVbXIhubEiRPk5+fTqFEjbty4wb179zh8+DCmpqZkZ2cD\nyEezSkpK3Llzh1GjRrFt27b3KNx+C9KcpqmpKV+TkuPU1dXR0NDAwcEBgLS0NI4ePcqJEycYMGAA\nvXr1IikpiW+++YaVK1cC7xeZkX4LaZ4riSjTQZkO/oz80r3du3fHwsICIyMjvL292bx5Mw0aNPjd\nsLz09HTU1NT+dXnK8NdRMrdoHxkfWrA6dOjADz/8wL1795gyZQqXLl0iIyNDHtDSoI+OjubBgwfU\nqFGDLl26EBkZSX5+PsrKysTHx7NmzRp8fX2pVatWqTgCkeSytrZm69atrFmzhv79+1OhQgXi4uJI\nSEjAxcXlg8/6+PiQlpaGq6srDx8+lPUABQv87NmzmTNnTqljcSgMKysr2TOrra2NgoICo0ePpkuX\nLty6dYvQ0FD69OnDvXv3ePToESNGjMDMzIw6derwzTffcOzYMVJTU1m3bh0DBw4kNDS0iKFbvKrX\n54bq1atja2sLgLq6OtOnT+eXX37h8ePHRTxGenp6WFlZFaF1k8ZPUlIS169fJyYmBldXV6ytrZk4\ncSJDhw4tMdnTbdu2Zfr06ZQvXx47Ozt27tyJh4cHx48fZ/78+Tg4OGBgYICXlxcODg6YmpqSk5Mj\nh3hIFaUA9u7dS8eOHWXeb8kQ/j18aE6bP38+CxcuREdHhzt37nDkyBEyMzPJy8vj4cOHPHv2TP7O\no0ePUrlyZb744gv5faS+KRk4hw4d4ocffqBnz56sX7+erKysf0Bz/xzKdFCmgz8qf3p6OkpKSnKy\nmpGREQA2Njakpqbi5+cH/HqaU3j8bdmyBXd3d+zs7NiwYYO8YS1DyUKZsfsBFKbsWrlyJZs2bWLa\ntGloaGgUyVAFePz4MdHR0Tg7OxMUFISqqiqKiorcvXuX7du3k5GRQePGjenSpUuRIhXwx7OvPyYK\ne7uBIkevlSpV4vHjx2zbtu29+Kj8/Hz279/PmDFjCA8PJycnB3V1dTIzM3nw4AFLly6latWqdOzY\nUT6Ozc/PL5XGnSR3q1atuHjxIoaGhrx580aOL7W0tOTFixeUK1euCMdjQEAA1atXR0NDA2tra6Kj\no7l79y6nT5+W75EWmZLYN/4N2NjYYGNjw7fffsvIkSM5dOgQU6dO5cSJEzRq1Ihq1arJ90oLV3p6\nOm3btsXOzo6QkBBu375NamoqeXl58unMp+5Xhb+/S5cubNy4kaSkJG7fvs2MGTMYPnw4oaGh3L17\nlwkTJgBFF2YpSe3Zs2fcvXsXOzs7dHV1iY+PL1I2/Y/2E2mBNjU1Zc2aNXh7e5OSksLhw4fR1NRk\n8eLFrF27lqNHj9KlSxfWrVsnU6wlJyejoKBQhM3Fx8eHxYsXY25uzoIFC3jx4gWLFi0q0Qt9mQ7K\ndPBb8nt7e5OcnMyCBQtkBiIoYGBJS0uT5xVJfgUFBbKysti5cyd79+7F0dGRdevWERoayoYNGz6V\neGX4Pfyt+mufOfLy8n63THBMTIxYu3atWLlypRBCCDc3N+Ht7S1iY2OFo6OjOHjwoPDw8BCTJk0S\njx49EkIIkZGRIZ4/f/5R3v/fQHx8vLh3754QomjpxmvXrokuXboIIYTYvn27WLVqlRBCiJ9++knM\nnz9ffPvtt2Lp0qVi7dq1H2xXKkFbmlC4HHFOTo44ePCgOHXqlBCioCyzo6Njkfu//vprMW/ePCGE\nEK6urmLy5MlCCCEiIiJERESE2LVrl1zq+b8ILy8vMXPmTLF582Zx+PBhkZSUJIQo6GdSX3v9+rXo\n16+f2LZtm/zcgAEDxPbt28X06dPF7du35etRUVFiwoQJIi0t7eMKUgjFy1ZL/5fKlI8ePbrI9eL3\nzZw5U4wZM0akpKSI0NBQ4eLiIo4cOSKCgoLe+54/guJlv6X/Fx5/q1atEk2aNBE9e/YUERERYv78\n+WLSpEmybh88eCDGjx8vFixYID+TnJws2rRpI16/fi1f+5R6/z2U6aBMB78lv4eHhxg9erR4/fq1\niI6OFvPnzxft27cXQggxdepUMX78eHHr1i0hhBAXL14UY8eOFT/99JPcTkREhGjXrp08dwkhREpK\nykeQqAz/H0pekE0Jwv8XiB8eHs6DBw8YNmwYADVq1ODs2bM8fPiQZs2a4ezszKhRo2jZsiWmpqac\nPHmSCxcuEB0djYKCAmPGjKFjx45F2izJCUt5eXno6Oigo6MDFE0I2L59O927dwcKds9Pnz7lwYMH\nbN++nbVr13L37l0ePHiAq6srAFevXpUr03Xt2rVEUbX9URTuH8rKyvTp00f+u23btvj7+xMUFIS5\nuTlbt27l9evXDB48mPj4eC5dusRPP/0EwIULFzh58iTGxsacOnWKzZs3M2PGDDn+G0peBvS/AWdn\nZ5ydnd+7LtELKSgocOzYMdTV1eW46QsXLpCSkoKLi4sceydhx44d5Ofno6amxqtXr3j9+jUtWrT4\nKLIUfvfC7y/9hhUqVMDe3l72/ItCx6LSbx0bG4uvry+TJ0+WY5MfPHhA3bp1OXXqFImJiaxatQpD\nQ8P38g9+C4UZZAq/j5KSEnl5eQgh2LVrF7NmzaJv377k5OQwa9YsPD09WbduHV999RXBwcG8e/eu\nSGb7w4cPMTIyoly5csTHx+Pj44OPjw/q6uqMHDmSpk2b/rOK/Rso00GZDn5LfldXVzw9PRk5ciSV\nKlVCX1+f2bNnA7Bs2TL27NnDpk2b0NLS4tq1a2hoaMisTgBBQUHUqFEDLS0tIiMjOXLkCH5+flSt\nWrVEyf9fxH+KZ/efRs2aNTEwMMDKygqAlStX4u/vT58+fXB1deX8+fPcvXsXFxcXUlNT+e6772jb\nti2LFi2idu3arFmzhnr16qGvr09+fj6XL18mMDCQJk2afGLJPozfMrbevn3LmTNncHd3R1VVlQMH\nDhASEkJ+fj6dO3emdevWHDp0CCMjI+zt7fnxxx9Zt24dTZs2xcfHhz179mBubo62tjaKiorExcUR\nFhaGnp7eJ6eb+qMQxcJbqlatSk5ODhs3bsTb25vHjx8zZMgQbG1tWbBgARUqVGDy5MkEBgayZcsW\nhgwZwtdff42zszP379/nzZs3WFpakpycTPny5eV2/z8O1s8R4n8FUd69e8fWrVtp3rw5nTp1QkVF\nhQULFmBra4ulpSVBQUFkZWVhaWlJSkoKS5Yswd3dHT09Pfbu3cvPP/9MnTp1PglLyIf4lc3NzeUw\nocJjSzJ2N2zYILNNvHnzhn379tG0aVPmzJlDz5492bVrF6qqqoSGhhIUFETTpk3/8IboQ+8jxQlX\nq1atSDEVRUVFzM3NcXR0JC8vjwsXLlC9enW5xDrApUuXiImJoUOHDsyfP5+HDx/Sv39/atSowdq1\na9HV1S1xybllOijTQWH5xf8SQi0tLRk0aBBmZmb069dPfl9J/l69ehEVFcWNGzcwMzOTKdmgIH5Z\nU1MTIyMj3N3deffuHV9//TWampps3LiR+vXrU7169U8i638dn7er6CNA8jC9e/cOCwsLBg8eLHv4\njh8/jqWlJXXr1sXDwwNjY2NGjx6Nqqqq7O29du0a8fHx9O3bFzc3N9lrKsXiferYwz+CypUrs2vX\nLjQ0NEhNTUVRUZGEhAQ6depE3759OX/+PMnJyXTv3p0LFy4QGBjI9OnTcXV1ZceOHVhZWXHlyhWU\nlJS4evUqEydOJDw8vFR5Mj+0aDg7O+Pl5SV7RBwcHEhNTeXEiRNMnDgRAC8vL0xNTfniiy9kg7le\nvXqcOnUKKEj6mzZtGufOnSM7O7tU6eSfgqRXb29vEhMTadasGWpqavj5+REVFSUnTObm5sqxglu3\nbqVhw4aYmZkRExNDaGgozZo1w8zMjOzsbPr06SPT630KiN9IMJMW3NTUVHx8fOjWrRuVK1fm4sWL\n5OXlyVy9gYGBZGRk4OvrS4MGDbh69SojRowgPT29SHt/JS6+sIdc8oBJ81HVqlW5efOmfIoD8OzZ\nM4KDg6lWrRrBwcH4+PiwcuVK7OzscHJyomnTpty7d09+n9KAf0MHd+/ele//rd+/JOG/1g8kekNJ\nxnr16r13j/SZlpYWERERtG7dWv7szp07xMbGyolvUVFRrFu3DktLS/r06YOOjo5cXbIMHx//vZXz\nX4KmpiZubm5MnToVKCiD+urVK9q1a0d6ejohISH079+fcuXKyRNdREQE+fn5VK1aFX19fVRVVdm2\nbRtpaWny5CJlv5bEyUFC4SQZDQ0NRowYwZIlSzA3NyciIoLAwEDq1q1L7dq1uXjxIg0bNixC4p2V\nlcWNGzeAgszWoKAgHj16RG5ubpHSlSVZBx+CpJdGjRrJ1DcxMTFUqlQJPz8/0tPTyc7OxsjIiEqV\nKsn3nz17lhYtWpCdnc3FixcJCgrCz89PNpAlSOwE/5UJtGfPnkyaNEku1+vp6Un37t1lxo+WLVsS\nGhoKFJT7HDRoEFBAHJ+amkqLFi1QUVHB29ub4OBgkpKS6Nu3LwsWLCAmJuajyvJb3nnp+uXLl+US\npm/evCEoKIjatWvLYRhnzpzBwsKCyZMnY2lpydChQ4mLiysyRtLS0mQv3d81rqT5KCEhASUlpffK\nsMbGxtK+fXt+/vlnnJ2dqVq1Knl5eWRnZ6Ovr09sbCy5ubnk5uYSFBTE/v372bt3L1A6DD/4+zqQ\nyqufP3+eBQsWMHLkSHbt2vVJZPmr+Kf6gaKiojzfZWZmfhJZPoTf41qHX+VPSUnh7du3RULNTp06\nhaqqKnXq1OHy5cv07t0bFRUVhBCkpaWhr69PTk4OAHFxcfj5+bFhwwYOHDgAlJ5xUFpRZuz+Q5AW\nGYlrr1mzZowaNUouM1y9enXZi6SgoMDz58+5c+cOTk5OBAUF8fLlS5YuXcqBAwdITk7m9OnTrF69\nWvZwlmSPXvHJoUGDBnIsclxcHDExMTI/aFpaGhoaGkXotgIDA4uUarS3t8fY2JjY2FhycnJ48+ZN\nkbiq0oIPTZr16tVj06ZNKCgokJ6eTs2aNUlKSkJJSQllZWUeP35MUFAQPXr04Pr16zx8+JCZM2cy\nd+5cPDw8AOSYOmVlZTIyMhgyZAiXLl362OJ9dFSqVIkOHTqgqalJXFwcUVFRDB06VP48NzcXXV1d\n9u7di66uLm3atCExMZE7d+5Qs2ZNWrZsCcC2bdv4+uuvmT9/Pp6enqipqTFs2DA2bdpUYhacHj16\nsGfPHmrWrMmFCxeIjIykRYsWcthCaGgopqamcjELHx8fjI2NUVBQ4NKlS0yfPp0hQ4YwY8YMXr58\n+Y+FvhgaGmJtbc3atWvJyMhg3759nDp1ig4dOlCjRg2uXbsmb8qUlJTIzc3F398fLS0tlJWVCQgI\nYP78+fj5+TF//nwSEhJKXVjOX9WBtrY2UMDLrqCgwPjx47l16xYuLi4kJyd/SpH+NP6qDipWrChv\nTpWUlHj79i0//PADVlZWPH/+/FOK9KfQoEEDLC0tWbJkCbGxsWzYsIFbt27RpUsXNDQ0ePLkibzZ\nVlBQIC4ujpcvX8qsDg8ePGDNmjU8ePCAFStWkJSUVOrGQWlD6bIeSjCKG2L6+vr06NGDKlWqULFi\nRUxMTLh8+TLZ2dkEBQXx/fff06lTJ4yMjLhw4QLly5enTZs2ZGVlMWTIEM6fP8+7d+8YN24cy5cv\nJz09/T1C75KKwu/WokULli1bRvv27YECbtrC5NsHDx4kLy+Pli1bEhAQQGBgILNnz8bZ2Rk//rjU\nDQAAIABJREFUPz9mzpzJ6NGjGTduHCEhIb/5PaUFQggaNWrE5MmT0dHRoVWrVty4cYMlS5awd+9e\npk+fjrOzM3Xq1OHq1auYmJhga2tLXl4e5cqVA35NIgHYuHEjDRo0kOPGpe/43KGrq8uJEyfQ1taW\nPdxt2rTh2rVrbNmyRU4avXr1KklJSVhZWaGuro6Pjw+xsbF89dVXcjtTp07Fw8ODO3fuEB0d/clk\nkiD+R30oxfN27tyZ4cOHy1ULjx8/jra2tkzhd+/ePV68eIG5uTnq6urUq1ePFi1asGjRIgwNDRk/\nfjxhYWHvfc9fpbebMGECQggcHBy4du0a/fr1Y+jQoZw/fx4LCwt0dHTkzX9wcDB+fn4MHjwYKODv\n9vT0JC8vj65du6Kjo1Mqafb+ig4k42fEiBFMmzaNZs2aMW/ePIQQPH78+FOK85fwd/qBFFO/adMm\nzp07R/Xq1Ytwapd0qKqq8u2335Kens6oUaOIiIhgypQpdOrUiUuXLmFsbCyP39zcXO7fv094eLhc\nfdPW1pZly5ahoqKCk5MT2trape7ksrShjI3hX4IoxkPr6urKjz/+SO/evalSpQr16tVjwoQJhIWF\ncfPmTfr16wcUZHyqqamxZs0aADIyMhg2bBhRUVHUr1+fyMhIDAwMSvQusPC7CSHkgaygoEDPnj35\n/vvvefToEQ0aNGDLli1MnToVY2Njxo0bxxdffEHlypW5efMmW7ZsoXv37syfP5+jR48ye/Zsli9f\nLicM/NEM9JIEKTNf2hxZW1uzc+dOdu3axf379/nqq6+ws7Pj7t273L17l8mTJ3+wHck7snv3btzc\n3NDQ0Hivb5QmvfwdSLrIyckhIiICExMTOnToQEZGBv7+/ujp6cmlPnfu3El2drZcLEXi8a1RowbX\nr1+Xj1Tz8vIIDQ0lIyPjN8v0/lsoPrYrV64sx0YmJyfz9OlT6tWrh6mpKVAQ9qKpqcmXX35Jamoq\nSUlJNGnSBGNjY4yNjfH29ubly5c0aNAAKEgorVy5stw3is9VvwchBNWqVWPevHmkpaWhoKAgb16V\nlZWpUaMGULD5f/PmDbt27aJt27ZFjrtDQ0O5fv06+/bt+6C8JR1/RQft2rXDwMCA/Px81NXV5bYS\nEhJ49eqV7Nn9M7/Fp8Sf0UFCQgKenp7Y2dlhaGjIrVu32LBhA/r6+ri5uXH69GkGDx4sF1QpDRBC\noK+vz7x580hPT6dChQpFfre6devK/3/69CkXLlygdevW8nyTm5tLYGAgT58+LcJmUbj94iXSy/D3\nUGbs/ksobvBJ1aImT55MdHQ0hoaGAJw+fZrs7Gz69etHTk4Ox48fZ8mSJUBBaERCQgKqqqq8evUK\nPT09xo0bx5AhQ6hSpYpciaokQ9KDZNxZWVlx9OhR9u7dS1JSEitXrsTGxoYnT55w6dIljhw5AoCH\nhwctW7Zk7NixqKqqMmDAAK5du0ZAQABGRkYcPnyYxo0bY2xsXOoMuuKZ95UqVWLSpEnyxJacnMyR\nI0dQVVWVwzsKyyiV5ty+fTsVK1aUy3qOGzeOkSNHUq1aNVq1alXEmIHSZ1T8WdStW5dNmzaRl5eH\noqIiFy9eJC4uju7du1OpUiV8fX0JDAzkyJEjnDx5ktGjR2NmZkabNm3YtWsXpqam1K1bl+joaNas\nWUNcXBzZ2dnk5eXRt2/fIpnpHxOFFzwtLS1+/PFH4uLiUFVV5fHjx9y5c4du3bqho6ODnZ0dJiYm\nREVFUbVqVZo0aYKuri4qKipyOdhjx46Rk5PD6NGj6dq165/qF9JmTZrTCqNt27ZcuHCBBw8e0LBh\nQ1mH8+fPl+/JysrCy8sLMzMzjI2N36PUk2QNDAzk6NGjDB8+nDp16vxNDf6z+Cs6kEiPJFnfvXvH\nmTNn8PHxoXr16nTu3Flu+3PTgYeHBwkJCcydO5cZM2agrq5O//79sbe3x8fHh6ysrCKJblDy+4Ek\nP/BemeCuXbuycuVKOnToQM2aNVm+fLlMvSYhNjaWK1euYG5ujpGRkcw4I0GS38fHhzNnzjB58uT3\nilKV4c+hzNj9CJAmsPz8fFRUVGRDFyA7O5unT58SFRVFREQEioqK2NraygZNbGwsqamp1KxZk+vX\nrxMfH8+9e/dITU0lPz+fTp06FfmuZ8+ekZaWJsfylTTk5eWhqqrKiBEjilyXuAhNTU2JjY0lISGB\nWbNmoaqqKi+IL168QAhBYmIihw8f5tChQ2hrazNgwAC5nGVpg5Q8VHiy09LSomPHjvJmpriHVvJk\nbt26FRcXF8qXL8+xY8d48+YN9+7d4+LFi/zwww8sWrQICwuL/5Sn98svv5T/n5ycjLq6uhzisW3b\nNuzs7DA1NcXU1BQHBwd69uxJWloa9vb28sbi5s2bxMbG8vXXX9O8eXNu3rzJjz/+SGBgIAsXLvzo\nMhWvVKikpCTTF+Xn52NiYkKrVq24fPkyeXl5bNq0CShIYlu4cCHm5uZYW1uzadMmfH19cXZ2pnbt\n2hw9epS0tDRUVFRwcHCQF1jpFOa3jOAPxc4LIWjcuDFDhgzBzc0NbW1tqlWrxrRp06hfvz5Q0P/C\nwsK4dOkSP/74o/xccVlzcnLw9fXl4MGDGBkZlSgjR8If1YGuri7fffcdxsbGJCUlcerUKe7cuSOz\nFnTu3FnmaZXG5+emA6kfaGpqcunSJZm+C2D58uUMGzZMjmWVUBp08Fs5JNbW1gwYMIBZs2ahq6tL\ntWrVcHV1lcM0pLCGsLAwli1bBrzv0VdUVCQrK4tLly5x+vRp7Ozsyozdv4kyY/cj4beyPF1cXNDR\n0eHly5cYGhpiYWHBs2fPqFu3LjExMVy5coUqVapQv359Fi1aRJcuXfj2229RV1cnIyMD+JWXMzMz\nkzNnznD48GHOnTtXIo+FlJSU3jPuoCC2d//+/axevZpOnTqhq6sr11hXVFTkzp07REZG0qVLF86c\nOUNkZCQzZ87EyMiItLQ0oOiEIR0P7dq1Cy0trY8v6J/AhwyLwgl7H/LqHjlyhPz8fPr27UtWVhZn\nzpyha9euTJgwAW1tbUaMGMGRI0eIj48nNDSU0aNHU758+Y8mU0nAoEGD6NGjB5qamjx48ABfX19O\nnjwJFGwydXR0sLa2ZtCgQUWKTejq6hIYGMjbt2+BgsVLV1eXiRMn4ufnJ8fOfgoUX2BNTU2ZN28e\nUFCQRlNTkwMHDuDo6CgnQNra2pKSksKJEyeYMGEC9vb2qKqqcv36dWbPns2QIUNwcHBAQUGhyIbo\nzxQykfqvg4MDDg4OREREUKNGDXnDrqenh5KSEidOnMDAwEDWd+G+LY3fgIAA0tPTMTExkee40oAP\n6UBfXx8VFRUOHjzIuXPn0NPTo1WrVri6usphJRKkufFz04GBgYHcj65fv87OnTuZMWMG5cqVIzo6\nmnHjxhVpo7TrAKB379707t2b2NhYqlatKjtrateujZKSEjdu3KBOnTo0btwY+DDPtkQ32Lx5c1JS\nUj6VKJ8NyozdTwhpUPfs2RMo2NkbGhoybdo0evbsib+/P9nZ2XzzzTdcvnyZzMxMOnbsiLq6OkII\neTcsDZTw8HACAgLo27evbOiWxMpbHzLupOphUjyhgYEB169fl4sFLFq0iAEDBpCTk4Ofnx8dOnSQ\ng/0LtyvB09MTIQRaWlqyV700eTV/K1ZL8uquX7+e/v37o62tzeHDh8nNzaVdu3Zoa2vz5s0bnj17\nRlZWFk5OTpw7d47BgwezYcMG9PT0inxH8U3H5wZNTU2EENSqVYu5c+dSr1498vPzUVVVRU1NjUeP\nHsmJfxKsra3p27cvx44do3r16jRp0oS6devi4uJSJPa0JKDw+G7evDnu7u4cOHCAJ0+eyHGgDg4O\n7NmzByMjIywsLFBVVSUnJwd1dXW0tbWZPn060dHR7N69m+fPn2NgYICrqytVqlT50+8jGcuGhoby\nuLt+/Tp79uyhefPmnDhxgvXr1wMFG47CG3Kpv9+/fx8NDQ2Sk5Nlb1hOTg4qKipERUWxfft2GjRo\nQP/+/f+W7v4tFNdBdnY2169fJyAggEmTJsn5GfD+/Pw56qDwNRUVFUaNGsWoUaPo0qULysrKLF68\nmIkTJ1KxYkXg89CBJL8030pFOM6cOUOdOnUICQlh1apVwK8ySZBO+27evEmLFi3YuHGjzF4ktfvs\n2TNWrFhBhw4dilTuLMNv4/Nd5UoBihszSkpKzJgxg0WLFvH69WusrKxYtGgRjRo14tChQ5iZmckc\no8WRnZ1NQEAA8fHx8mT66tUreSIt6Ty1Uka9lME6fvx4nj9/To8ePVi7di0mJiZMnz4dX19f4uPj\n5Rgv6bnCiI2N5dixY3zzzTdAUa96acn8/r04ykePHhEdHU3fvn2BAtqpxo0bywlL+/bto27dunz3\n3XdYWFjw3Xff8eLFiyK/v0R18zkbuhIUFBTQ0tJiwIABwK/c1crKyjRp0oRHjx4BBcmgcXFxKCsr\nM2TIEBQUFBg6dCienp5AgbdGSrwpKSj++7Vp04a1a9cyefJknJycCA0NJSAggISEBCpUqCAbDUlJ\nSfj4+ODs7ExiYiLz5s0jODiYSZMmkZeXx/Dhw4mMjCzStrQ5+j0U3lBK/at3794sXLiQxMREkpKS\n8PPzIzk5uYihK7X74MEDYmNjqVChAm3btpX5qVVUVEhMTMTDw4Off/6ZixcvfrKCIP8fiutAVVWV\ntWvX4uXlxYMHD+jevTsrV64kOTn5vThN+Px0UPiaJOPjx4+JiIjg8uXLDB06VD51kuao0q6D4vIr\nKSkxZswYFi1aBEBkZCQXLlwgOTm5iKEryf/LL7/IYY9GRkZy1UclJSUeP36Mp6cnly9f5s6dOx9J\notKPz3+lK0WQAv5NTU1xd3fHxcWF6tWrc/r0aZ4+fYqlpaVsDBY3hiIjI7ly5Qpt27alcuXKnDhx\ngo4dOxIUFERISEgRw6YkGr2Sx1JCrVq18PDwYPv27bi7u7Nw4ULevHnDlStXMDQ0lOMwiz8HBRn3\nNWvWxMbGhvj4eObMmSN7uUqTd/e30KhRI/z9/alZsybnz5/n+fPnmJubU7VqVbKysvDx8aF169Zy\nRrCnpyeNGzdGS0uLe/fuMXHiREaMGMGUKVPkikb/NSgqKqKsrExmZqZs1O3evVuOdzUyMmL9+vXM\nnDmTgwcPykVPSjqksa2hoYG1tTVnz56lYcOGNG3alLCwMNLT00lPT2fz5s2EhYUxZswY9u/fz4sX\nLxgyZAimpqbMnTuXRo0aydzN8fHxBAcHFzmR+aNziGQgm5qasmLFCi5dukRkZKSsZwlSuwEBAQgh\n6Nq1K8nJySQkJAAFXr4dO3aQnJyMoaEhQ4cOLZIYVZI3sRIvdv369Vm1ahVbtmwhLi6Obdu2Fbnv\nc9aBBCl/RVdXl4ULF6KtrY2BgYFs8Elr1OemA2kcmJiYsHLlSs6dO8fLly/Zs2dPkfsk+a9du4a+\nvj4tWrSgYsWKxMXFAQX5BJ6enigpKaGqqsro0aPl9qHkyl8SUGbsliAoKioWyfKUJr8vv/yS7777\nTi5NXNy7kpeXR1BQEK9evZK5HPfv30+dOnWIjo5m1KhRzJgxQ45tLeztLamQqsbp6urKRltSUhLv\n3r3DxsZGvqc4kpOTOXDgAGPHjgXgwIEDnDx5kr179zJixIj3jJYPeYZLOvLz8+U45Hbt2vHtt9/S\ntGlTAPbs2YOamhpWVlZoaGiQmJjIL7/8QseOHVFWVsbAwID27duzePFiWrZsibu7+wcrsP1XJs29\ne/cyfPhwACwtLXnx4oW8sAD06dOH6tWrs3v37k/0hn8Ohce2EAI9PT2Sk5Pp0KEDXbp0YcCAAWze\nvJm9e/fi6OhIxYoVCQkJoUGDBnh4eODq6kpERAQvX76Ux9fKlSsZPnw4hw4dksfPn4nllea0/Px8\n9PX1Wbp0qXzqAr+O4ydPnvDq1SsaNWpEpUqVCAoKwsrKiszMTGbPnk2dOnXQ1NTE2NgYU1PTInNl\n4TjjkgYp6ay4DqZMmSLf87nroDAUFBSoXLnye+wm0nr0OergQ+Ng+fLlcrxy4Sqpd+7cITk5mRYt\nWqCurs6NGzcwNzfn2bNnLF++nM6dO/Pu3Tusra3lksbSOlZS5S8JKDN2SyCKLyRqamp06NABXV1d\n4FcjWJocoqOjuXLlCpaWlnKsa1BQECtXrqRr165s3LiR0NBQDh06xJIlS/D29i7STknEh6rGmZiY\nsHnzZrp06SLfUxwHDhxAXV0dBwcHMjIyOHHiBG3btqV3795069aNhQsXEhgYyMuXL4EPe4ZLOgrL\nXaFCBWxtbeXsfH9/f5o0aSJn7h44cABtbW1at25NVlYWr169olatWhgbG8uxboWLdUhJWYVpy0ry\npuifgDSumjRpQp06dRg9ejQ///wzULCIREdHv5dMVNJRmIFj48aNrFu3jilTpnD48GGaN2+Ompoa\ngwYNQkFBgYSEBIYNG8aJEyewtrZm4sSJhISE0KhRI+Lj47l06ZLMdnL9+nUWLlzIs2fPinzf/9dH\npPEsnV4VPmEp7M3KyMjA3Nyct2/f0qlTJ3755RcWLVpE06ZNcXR05N69e9ja2lKlShWuX7/O6tWr\n+eqrrzh27FiRtkoiiuug8Lv+V3Qg4UP9Reqzn7MOiveBwtSc0jufOHECHR0dGjRowIsXL+jevTsX\nLlyQ1/P27dtz7tw5XFxcADh8+DCLFi1ixIgRHD9+XG4PSn744keFKEOph7e3t+jatasICQkRQggx\nePBgMXXqVCGEELm5uWL//v2iYcOGwtvbW1y/fl18+eWXYvfu3SIvL69IO7m5uSI/P/+jv/8fhfS+\nv/WOmZmZwsbGRvz0009CCCE2b94snJ2dZb0kJiaKhg0bCnd3dzF79mzxxRdfiCtXrrzXTknWwR9B\nfHy8EEKIrKwsYWtrKzZv3iwSEhJEz549xYgRI0Tv3r1Fv379xJo1a0SvXr3E+fPnhRBC7Ny5Uwwe\nPFjY2dmJPXv2fEoRPinu3LkjvvrqK2FnZyfGjx8vevXqJd68efOpX+svw8vLSzg6Oor79++La9eu\niWHDholJkyYJIQrG/Ny5c4Wnp2eRZ54/fy7S0tKEh4eH6Ny5s0hJSRFCFIwxExMTERoa+o+/5717\n98SRI0eEEEKkpaUJR0dHYWlpKb/b7t27Rb9+/UR6eroIDg4W1tbWYvHixeLs2bNi5MiRYurUqfJ7\nCiHE7du3xf379//x9/w3UaaDMh3cvn1b+Pr6CiGEePnypejRo4do3bq1OHjwoBBCiBUrVggnJych\nhBAXLlwQZmZmYvfu3eLChQvCxcVFzJkzR2RlZQkhhEhOThY3btwQT548+TTClCCUGbulHFlZWWLt\n2rVi5MiRQggh7t+/Lxo3biyePn0qhBAiJSVFdOvWTaxYsUJ+ZtmyZWL8+PHy32/evBGZmZny36XV\n2Nu5c6do2LCh/He3bt3E5s2b5Ylv/vz5wsHBQQQFBQkhhNi4caNwcXH5YFt5eXnvbQZKOnJzc4v8\n/erVK+Hm5ibu378vAgMDRePGjeXPgoODRZs2bcSYMWNESkqKOHjwoOjSpYvYs2ePCA4OFt9++604\ncOCAOHjwoMjPz5fbLo16+auIiIgQL168EOnp6UKI0jsuhBDi0KFDol+/fqJfv35i1apV4uXLl0KI\nApkePXokBg4cKBwdHcWSJUvEN998I4QomDtatGghvL295XZ8fX2Fk5OTiIqKEkIU9LmtW7eKY8eO\n/aPvGxgYKFq3bi3mz58vX+vatavYu3evEEKIgQMHihkzZsifJSQkiAEDBoiwsDBx9+5dMXPmTDF8\n+HARExPzj77Xx0SZDsp0cP36dWFubi527dolXzMzMxM+Pj4iOztb9OzZU6xatUr+7MWLF8LR0VFE\nR0eLc+fOCVdXVzF16lTx7t07+Z7SPI/9HZS+M9wyFIGqqipff/21nJG6atUqTExM5DjXGzduEB4e\nzvjx44GCY+qzZ88ycOBAAJYuXcqtW7dITU2lQ4cOjB49Wk6CK22wsLCQq895enqioKBAmzZt0NDQ\nIDMzk2PHjuHu7o6JiQlQUK9dwvPnz3ny5AlPnjyhf//+6OjofBIZ/g6KJ9/VqFGDxYsXAwXZzwYG\nBvz000/06tWL169fo6mpiY2NDRoaGnh4eDB69Gh69+5N+fLladq0KXPnzpWpbZSUlMjKypJpusR/\noIxlcRL30iyvxPsZExMjlyyFAplMTU3Zu3cv/v7+REZG4uzsDMDPP/+MhoYGDg4O8v3q6urk5OTI\nvKceHh7cvHlTLhLwdyD1KSEEFhYWHDhwQM7S37ZtG6qqqnTt2pWYmBgCAgJYvnw5UBCqkZubS05O\nDq9fv0ZXV5crV66Qnp7OsWPHGDNmjPwd0pFuST3mLtNBmQ4kCCFo06YNp0+fRltbG4AVK1agp6eH\nra0tQUFBPHv2DC8vL/mZ5ORkKlSoQHp6OhoaGgQEBKCkpMTp06dllqbCMc4lWf5/GmXGbimHxNOo\noaEBwMyZM2VKn4yMDLZu3YqTkxPly5dHCMHly5dJSEiQSxfa2NjQq1cvatWqxXfffcfSpUuZP3/+\ne7RApYGntkmTJjRp0gQoMOptbGxkypZt27ahr6+PtbU1qqqqJCYmcuPGDdk43rVrF9HR0VSpUoV+\n/frh4ODAV1999R4tTGmaHAoXCDA2NmblypVs3bpVrspXvnx5HBwcuHLlCqqqqtjb28uLihCCqlWr\n4ubmxuvXr9m/fz9hYWGoqakxYcIEateu/SlFK8NfRGFDV4LUT1q2bEnLli3la9u3b5eT9yQu0ISE\nBNLS0qhTpw5eXl6cPHmS1atXywmSfwfSZkL6V6JJg4JF3N7eHm1tbc6dO4epqSkaGhpy7Ovjx495\n/vw5lpaW3Lhxg4YNG+Lo6CjT8T148EDO/C/JKNNBmQ4kSPJL+RgAiYmJMgPDvXv3aNy4sVxlNDc3\nl5CQEN69e4eBgQEXL16kTZs2ODo6yiWJb926hZ6eHkZGRp9CpE+KMmO3lKO48SWV5gR4/fo1jx49\nYsOGDQCkpaXh6ekpB7bfv3+fN2/eUKlSJdTU1Jg6dSqDBg0iISEBfX19MjMzefv2Lfr6+n+pqtLH\nRmFv49SpU4uQda9fvx43NzeZnPvHH3+kbt26WFtbA8i166GAxm3cuHHyJkBCYeq2kqqDwihencrE\nxIRVq1aRkZHB06dPGTlyJLdu3SIsLIx69erJXJbR0dEEBQXRokULdHV1GTVqFGpqari6uuLr64ur\nqyuLFy/GwsKiyPf9F7y9nyMKJyNKv5+SkhLHjx+XTzikcRQeHo61tTVLliwhIiKCKVOm0LRp0399\nTEybNk1mCLGysuLgwYM8ffqUZs2aERwczN69e+nRowdqamqcP3+eqlWr0qNHD1JTU3FyckJXV5eI\niAiMjIz49ttvqV27tixvaSmjXaaDMh0ULlfesWNHfvnlFx49ekSjRo24du0aly9fluX19/fHwsKC\ndu3aER4ejq2tLY0bN+bp06cYGRkxY8YMDAwMZPml6pyfKz5fycpAnTp1CAwMpEKFCgghuHr1Kk+e\nPOHw4cNs3bqVI0eOYGJiwsaNG6lfvz5KSkpUrFgRfX19IiIimDdvHhEREejo6PD9999jbGxcoo28\nwhygCgoKqKioyDteNzc3OnXqJFePOnnyJG5ubqSlpbFmzRpevXoFIJPqv3jxQq5QFxISwokTJ7Cy\nsuLLL78skulaWow76ehKQUGBChUq0KRJEy5evEhOTg5Vq1bFy8uL8PBwjI2N2bFjBwEBAaxfv57j\nx48TFhbGjBkzMDc3x9zcnJSUFPz8/LCwsCA6OprExEQaNWpURP8luZ+U4cMo3Jfz8/OLVNuTFkId\nHR02bNiAhoYG69evl09S/s3fW+q3UlECLS0tOnTowMyZM2nQoIFcdXHq1KlcvnyZ169fM3bsWHJz\nc1m0aBEqKiqsXr2aChUqsHnzZrZv387cuXNlA75wwZmSauyU6aBMB8Xn1WrVqtGmTRu++eYb6tSp\nQ1RUFNbW1gwfPpx9+/ahqKhIx44diYqKYt26dTRq1Ii1a9cCBeFHBw4cYMqUKbKskqH72c7fHyc0\nuAyfAsUTlk6fPi0H+s+cOVP88MMP8mc///yzaNiwobhw4YJITEwUQ4cOFSNGjBApKSni5MmTwt3d\nXSxYsEBOfJOC3Es6g8OH4OnpKVq2bCmioqLE1q1bRZMmTURISIjMRmBubi6mTZsmhBBiz549ws7O\nTkycOFH069dPzJo1S4SHh7/XZmnTQU5OjhBCiGfPngkhCpL7nJycxA8//CDatm0rJzC6uLiIadOm\nCUdHRzF48GARFBQk3NzchJubmxCigPHCwsJCbN68WZw8efLTCFOGjwY3NzfRuXNnceHCBSGE+KTJ\nijk5OeL48ePixo0bIiMjQ2RlZYlZs2aJKVOmCCGECAgIEHZ2duL27dvyMxcvXhT29vYiKytLREdH\nCxcXlw+O59KCMh2U6SAnJ0ecO3dO3Lt3TwhRkHA+duxYsWbNGiFEAVvT4MGDRXBwsPzMgQMHRJcu\nXYQQvzI+REREfPyX/4go8+x+xii+O7W3t8fe3h4AHR0dzp8/z7Vr16hevTp3796lWrVq2NjYcOrU\nKWJiYti9ezcaGhp069aNXbt2kZaWhq2tLXXr1iU7O5ty5cqVuvAGgGHDhtGmTRv09fVJT0/HxsYG\nY2NjjI2NsbKyYvjw4XTr1o2UlBRWrVolh3cAzJgxg2nTptGhQweZEByQj8GkwiAlHcrKyuTn5+Pt\n7U1aWhpz5sxh6NCh+Pj4EBwcTNeuXYGC4+uOHTtiZ2fHyZMnWbFiBbdv32bz5s0kJydz+PBhrKys\nMDAw4OrVq4SFhWFra4uZmZn8XeJ/nJqlQS9leB/Xrl3j7du3PH/+nPv37+Ph4YGxsTHLfuCdAAAY\nyElEQVTwaX5T8b8cAmVlZXr06CFfz8jIIDo6WvbUBQQEoKqqSvPmzeU5IDExkVq1aiGE4Pjx4wQE\nBLB582aio6NZsmTJezHNCQkJJTJZtUwHZTooLH/nzp3l67m5uSQmJhIdHQ0UFOlQV1eXE7OhIFRN\nKlK1fft2nj59yq5du4iIiGDVqlVUrFixyHe9evWqSOx0aUSZsfsfQmGDdMqUKTRp0oS9e/fSt29f\nfH19GTlyJKqqqvj4+GBlZSWT7efk5BAXF0ePHj1o1aoVP/30E48ePSIiIoLWrVvj6uoqJzZByTve\nL/wu0rtJlWc6duyIr68vvXv3pkePHuzbt49mzZrRvn17PD090dLSYtCgQbLuYmJiyMrKkidXf39/\nXr9+TefOnVFTU/sk8v1VKCoqYmlpybJly7h69SpaWlrs27ePKlWqyMauiYkJgYGB2NnZ0b17d7p3\n705cXBwqKiqcO3eO+Ph4jh8/Trly5bC3t6d9+/Y0aNCgiLFbkvpCGf488vPz2bNnD506dWLJkiUY\nGxvL4+FT/LbSUXZxVKhQgWHDhrF8+XIiIiLIz88vYpS/fPlS3tQrKiri5eVFt27dmDNnDklJSfL4\nlWR78+YNK1asoGLFiri7u39UGf8/lOmgTAe/Jb+uri5jx45l06ZNJCUlkZOTg6Ghofz5o0eP5Djn\njIwMDhw4wPjx45kwYQJv376V13JJ/sjISGbPnk27du3kxPbSiJLpiivDv4LCCVZQYOht2rSJdu3a\n0b59e44ePUpqaioBAQF06NBBfu7gwYNUr16dVq1acerUKdasWUOnTp2YN28ekZGRzJo1S6Yigl/r\nn5fEyi3FF2dTU1P279/PggULaNasGc2aNSMzMxOA48eP4+joCCBn+qqqqsqVe8aOHcvy5cu5dOkS\nXbt2ZcuWLeTm5hapDlQSdVAYUinqrVu3snjxYkxNTZkwYQJQ8O5OTk68fPmSXr16MW/ePKZNm4aa\nmhoKCgocOHCAgQMHynRkL1++RAghewwA1q1bh5eXFzk5OZ9EvjL8fXzxxRd4eXkxZsyYjxKj+3dg\nY2PDiRMnMDQ0xN7enqdPn7J161ZSU1NZsmQJCQkJDB06FC8vL7S1tXFxcaFcuXLo6enJ3ixpjrh/\n/z7x8fHUqVMHKIjlLOnjGcp0AGU66NChAwcPHkRbW5tevXrh7+/Ptm3biI2NZdasWaipqeHs7Mym\nTZto0KCBnLReuXJl2SMuyX/9+nXKly8vMziUBvk/hJI5Y5XhX4W0UElZrSoqKsyfP58tW7agoaFB\n586dOX78OG/fvuXWrVts2rQJU1NTDAwM8PLyolatWrRv3x4TExNmz55NWFiYzPN79OhRkpKSUFBQ\neM+4LomQdGBiYoKZmRnjxo3D2NiYV//X3p1HRXWeDxz/siOMQBDESdAKjqCJUaomQUVZpOJu0ChW\n9NQYDYqIglGDGivUWpM21kSN/lGCRhKBGqM2Qt1yNCqiuLJjpcoigh1BLYLAHOb3B2fuD9CkTeoy\n6PP5R8/MeOe+jzP3PvMuz1tWpuy7bnDkyBFu377NpEmTiI+PR6vVsnnzZj799FM2bdrE999/T3V1\nNSYmJkry3x5i4OvrS2JiIps2bWLx4sXKcJepqSldu3Zl69atfPTRR3h6erJgwQJUKhXHjx+nrKyM\nuXPnKse5c+cOarWaW7duAc2fhS+//BJTU9NWJdyEeFx0Op3y927durFu3Try8/MJCwvDxsaG9957\nDzc3N3bu3MmoUaMeWoLKxMSEmpoaMjMzMTc3Z/z48UDztLC2105jJDGQGLQ8r1deeYUPP/yQ/Px8\nli9fzquvvsoHH3yASqXiiy++4J133nlgVNIwAlpVVUVmZiYvvvgiQ4cORafTtYv2P4xMY3iOtVx9\nampqiouLC9nZ2SxdupTY2Fg2bNiAVqvF2tqaUaNGKV/82bNnM3HiRHr37o2Pjw9qtZrbt29z69Yt\ntm3bxrFjx1CpVMyZM4du3boZbS8QPDivuWvXrixduhRonuO8ZMkSGhoasLa2ZsuWLUybNg21Wk1i\nYiIWFhZ8/PHHzJw5kz59+mBlZcWlS5cYNGgQf/nLXzAzM2P06NG4u7sbdQwMnJ2dH3jM8Nnw9PTE\n09MTgPr6elJSUvD29kalUikl3hwcHCgsLMTDw4OkpCT279/PsmXLlN5xIR63lqWT9Ho9PXv2ZP36\n9dTU1GBpaYmlpaUyAuPj49Oqnrjh35iYmJCVlUVhYSEBAQHY2tqSkJBAWVkZ8+bNw8nJ6aHl2oyF\nxEBi0LbspKenJx9//DF1dXVYWlpiZmbG2rVrlYoWP+To0aPcuXOHsWPHYmZmxoYNG7CxsWH8+PG8\n9NJLRtv+hzH+O7B47MzMzDAxMeHKlSssXLiQxsZG/vjHPxIbGws0D4loNBquXr3KwIEDiYqKIjk5\nmZ49exIfH09xcTHu7u4cPnyY6upqhg0bxvjx44mLiyMuLo6GhoZW79fyV7cxunHjBmvWrKFfv36k\npqbi6upKY2MjL7/8MmPGjCE7OxsPDw+++uor3N3diYmJYdasWZw8eZLevXtTUVHB3r17OX36NJ9+\n+ikxMTEUFBQ87Wb9LIbPRsupGVZWVmzZskWp+Wi4yF26dAkPDw9SU1PZtm0bv/nNbyTRFU+Nodxe\nU1MTKpVKGV0w7Ar3sAU3JiYm1NfXk5mZCTT/4P33v//N7t27ycnJYfv27QQHB5OTk6O8Hoy3h0ti\nIDFo2f4OHTooCaqjoyPh4eHKhlQGhsT13r17nD59mi5duuDt7c2VK1fYv38/58+fZ8uWLUycOJHC\nwkLlPcA4228gPbtCodFoGDx4MNHR0SxYsICTJ0+Sn5/P9OnTsbe3Z8iQIXz99dekpaUxatQo3n33\nXebMmcPt27cpLy/nwoULTJo0SUlwCgoKOHfuHPfv32/1y9nYC1er1Wqqq6tJSEhgwYIFBAQEsG7d\nOtzc3OjXrx83b94EwNramrlz5zJ37ly+/fZbXn31VV588UU2btyIXq/nz3/+M05OTiQnJ7Nu3TpW\nrVqlzPtqb9rWYFWpVMrUDMPF09ramqKiIiVugYGBT+VchTBoOaJi+Awbtkpvy3CTz8nJIS8vjzfe\neANHR0eSkpIoLi7mq6++ok+fPpSVlbFnzx7u3LmDTqfD19fXKOuyGkgMJAYPG1lsOQWtJUP7jx8/\njlarZeLEidjY2HDo0CFMTExYs2YNLi4uzJo1i7S0NK5fv05jYyNBQUFG236Qnl3Rxpo1awgMDGTN\nmjWUlJSwYsUKBg8eDIC9vT0hISHEx8cTEhJCdHQ0aWlpvPDCC+zduxcrKyv8/PyUY9XX11NWVqbs\nzHX79m2Cg4PbRS/n2LFjOXLkCDNmzCAiIoLa2lrl4tixY0c8PT1ZtGiRUramW7duREVFkZeXR0ZG\nBtOnT1dK1XTp0oWioqJWie7Zs2efSrseBcOF0/Cn4eZRVlaGmZkZixYtYsyYMU/t/IT4IXq9vtUo\nRUuG8oHnzp1Dp9MxevRoGhoaSElJITQ0lD59+lBTU4OzszNff/01JSUlJCUlERQURElJSatjGXrS\njJHEQGLwY+03NTWlsbGR9PR0OnfuzJAhQygqKuLEiRNMnToVFxcXKisrUalUpKSkUFdXx65du5gw\nYQKVlZXK8aG5/T/0Pk+acXexiaciNDSU0NBQ6uvrlZX2BiNGjGDEiBGcOnUKgEGDBlFcXExubi6e\nnp6tSk7l5eUpq7czMjLYs2cPNjY29OjR48k15mfy9/fH39+fgwcP0tDQgL+/P7a2tkBzaZuVK1dy\n+PBhdu7ciVqtZujQofTt25ezZ89SU1NDSEiIcqzs7OxWNQ4PHDjAypUrWbVqVav6kO2NXq8nIyMD\nrVar9ILExsYyfPhw5Xljn8clni//6fNYXFxMeno6Go0GV1dX/v73v1NcXMznn38ONP+gO3PmDPPm\nzePXv/41wcHBzJs3j9zcXGVr8ZYlHg27fhnT90BiIDH4T+eRm5tLYWEh48aNw8HBgT179lBbW8vU\nqVMByMnJoaqqiqioKMaMGUP//v1ZtGgRZWVluLi4PLD9sjHU4ZdkV/ygtoku/P9WioMGDVIey8/P\np7a2loEDBwLNH+zGxkY6deqkVCb43e9+R2BgIBEREVhYWLSbRKhlsW7DORu+uIGBgQQGBlJXV0eH\nDh34xz/+wTfffIO/vz8qlUqJlaOjo/JF37NnD8nJyURGRrbrRBeaL5gdO3Zk69at9O3bl1WrVtGz\nZ89WzwvRnri7u7NixQrlh+3mzZv51a9+hYODA7W1tWRkZHD//n2lVFNhYSH/+te/lJv6l19+SXZ2\nNra2toSFhSm1ytsTiYHEwMvLiw8//BAHBwdKS0v55ptv8PPzo2PHjlRVVXHu3DmsrKyUKYsXLlxQ\nrvfV1dUkJyeTlZWFWq02mvbLNAbxk7RcfWkwcuRI1q9fr0x3aGpqwsrKiqqqKvLz80lISMDJyYmo\nqChlMUB7TIQM59y27EqHDh0AcHFxwcfHR5nuYHi+qKgIKysrsrKySEhIIDg4mBkzZjzp038s+vTp\nw/bt24mKimqV6ArRXvXs2VPZXbFv377Mnz8faN516siRI4wZMwZzc3NqamqUEa4RI0ZQU1NDRkYG\nAwYMQKVSMXXqVA4fPvzA8Y15EY+BxEBi0L17dxwcHLC3t291X8vJyaGgoIDhw4djbm5OZWUl58+f\nx8HBgQEDBqDT6SgtLWXcuHHY2dkRGhpKenr6A8d/0u2Xnl3xs7TdlaxTp07KPCBzc3MaGhq4du0a\nV65cYciQIcTFxQHGMZzxqLSdjG9nZ8d7770HNMfEsCjv7t27VFZWsnbtWiZPnsyUKVOU17THpP9h\nnpX/UyEMbGxslIojOp2OixcvkpWVxcaNGwG4fv06Bw4cUIZ29Xo9sbGxODo6Kv/mxIkTDBs2DEtL\nS2Wkpz2Va5IYSAzs7OxYsmQJ0LwOx7DJhmFkMj8/n5ycHGbOnAk03wsiIyNxcXFh1KhRFBcXc+HC\nBby9vTE1NaWhoUEpfwZPrv2S7Ir/meGD2vIDm5OTg729PcOHD2+16vNZTopaJvKGWDQ0NKDX67l2\n7RpLlixh0qRJyuuN+QInxPOu5ffZ3NycsWPH4uzsrAxlnzx5kvr6eqZNm8bmzZs5e/YsVVVVODk5\n8fbbb1NdXc3NmzextLSkpKSE5ORkcnNzmT59OoGBge3i+y8xkBi0bL+VlRWzZ8/G29tbmdKQnp6O\nnZ0dI0eOJCYmhoqKCrRaLV26dCE4OJimpiaqqqowNTUlKyuLnTt3UlJSwttvv/1E2y/Jrnhkqqqq\n2LZtGz169GDz5s1MmTKF0aNHA89Wj+4PaTm94datW3Tu3JnU1FSKi4tZvHixkuga+y95IcSDP8yt\nra3x9fUFmnvrzp8/j5+fH3fv3uXIkSMEBQURFhZGSkoKf/rTnygoKCApKYmbN2+ydOlSbGxsGDt2\nLN9++y3V1dW4uLgwbNgw5fjGtogJJAYgMWjZfr1ej7W1tbI+p76+nsrKSoYOHcrVq1c5c+YMy5Yt\nY8SIEfz1r39l48aN3L17ly+++IILFy6wdu1a3NzcmDZtGkeOHEGv16PT6Rg1apTyHo+r/ZLsikfG\n0dERFxcXzpw5w+LFiwkKClKee9YT3ZZqampYv349OTk5qNVq5syZ02qhm7FcxIQQP4+dnR2bNm1S\nNsyxtbVV5iCOHj2anJwcrKys8PLyYuPGjVhaWvLRRx/h5OREjx49iIyMpHv37ri7uyvrGFr+WDbm\neqUGEoPnLwZt711qtZpPPvkEnU7HnTt36NSpE+Xl5QC89tprZGRkAODm5saKFSvQaDQsW7YMBwcH\nLC0tiY6OxsvLi8DAQGWzj8fVfkl2xSMVGhr6tE/hqbO3t2fdunVcvHgRNzc37O3tAenRFeJZYRip\nsrCwwMTEhLCwMOLj45k1axYDBw4kJSWFxMREampqyM7OxsfHR6m7/dJLL1FVVUVkZCSurq6kp6eT\nmZmJlZUV06dPf2BHK2MlMZAYGNpvbm5Op06dCA8PZ8eOHZw5cwY3NzcOHz7M7t27KSoqQqvVKqXM\noHlBt16vJzw8HAsLC/bt20dWVhYODg7MnDnzkbf/+eluE+IJ8/LyUhJdkB5dIZ4Vbefm+/j4kJCQ\nwO9//3vefPNNLCwsKCwspLKykszMzFajXImJifTq1Yt+/fqRkpJCeHg4ZmZmFBcXM27cOI4ePQqg\nbEbwYxsAPE0SA4lB2xFbPz8/4uPjWb16NW+99RYNDQ0UFhZSUVFBUVER3t7eymuTkpL45S9/Sdeu\nXdm0aRNxcXF4enpy/fp1JkyYwPnz54FH137p2RVCCCH+B4YhV7VaDcCuXbu4efMmDg4OdO7cWanM\nUlRURGJiIpGRkdy9e5ekpCTeeecdIiIigOb6rPv27cPPzw9TU1MqKiro0qWL8j7GvPZBYiAxMLTf\nUFd337591NfXY2Njg5mZmVKm8/vvv2fv3r188sknFBQUcOjQISIjI5k8eTKTJ09my5Yt7N69m/79\n+2NqakppaSldu3Z94H1+CrPVq1evfmQtFUIIIZ4zLROPpqYmnJ2d+cUvfoGNjQ11dXWsXLmS+/fv\ns3XrVqytrYmIiKCgoIC0tDTKy8s5f/487u7uaLVaSktLCQoKIjU1lbVr1yq7URl2pjJWEgOJQdv2\nOzk5YW9vj7OzM9XV1axYsQJTU1M2bNiAm5sbc+bM4dixY+Tm5pKfn8+5c+fw8PAgNzeX+/fv4+/v\nT2JiIr/97W+xt7enrq4OtVr9sxJ94/tpIIQQQrRThhvx7t27CQsL49133+XQoUMEBQVx//59xo8f\nT/fu3Tl58iQTJ05k//79uLu7s3jxYj777DNlqPb48ePcuHGDf/7znxw7doy4uDguXbr0wPsZ29A2\nSAxAYmBIyBMTE4mOjmbhwoUcPHiQESNGUFVVxaRJk3B0dOTcuXNMmTKF/fv3o9FoiIyMZNeuXcoU\nwAMHDmBhYUFZWRkHDx5k+fLl5Obm/uTzkWkMQgghxCNmmIt55swZXn/9dQ4dOkRjYyP+/v4ADBky\nhJycHADmz5/P/PnzOX78OC+88AJ5eXlcvnyZ2bNnK8X6x40bR/fu3enXr1+r9zHWXj6QGMDzGwPD\n+Xh5eXHgwAFyc3PRaDTEx8fTuXNnpSzpoEGDqK2tBSA8PJzw8HBOnz6Nq6srJ06coKKigmXLlhEY\nGAiAt7c3vr6+vPLKKz/pfCTZFUIIIR6xHj168Oabb7Ju3TqguectKiqKXr16AfD666+zd+9epk2b\nxsiRI9FqtcyYMQNnZ2diYmLQaDQMHz4cgHv37vHyyy9z584d5fhVVVWkpaUZdQUciYHEYMCAAUyY\nMIEPPviApqYm7O3tiYuLU6otBAQEsHz5ctLT0wkMDOT69etER0ejUql4//338fX15bXXXgPgxo0b\neHl5KckxQF5eHtnZ2YSEhPxoxSNJdoUQQojHYOrUqUydOpVLly7RtWtXZQtZAFdXV7Zv3853333H\n0aNH6d+/P87OzuTl5VFcXMykSZOURTm2trZcvHhRKeafkZHBrl27KCgoMNokx0BiIDEIDQ0lNDSU\n/Px83NzcsLa2Vp5zd3cnKSmJ7777jszMTAYPHoxKpeLUqVPcvHmTiIgIZUqDWq3m8uXLvPXWWwCk\npqbyt7/9jYaGBkJCQn60d1uSXSGEEOIxajvkDP+/ojwgIICAgADl8R07dtChQwe8vLyUx8rKyrC1\ntcXV1ZV79+6xdu1a/Pz8WLhwIdA+anhLDCQGvXv3fuCxH2r/Z599hoeHBz179lQeu3z5MgAajYay\nsjLWrFnDvHnzGDNmDPDj7TfRG9usZiGEEOI5YSgjZbhRl5eXU1xcjLe3NyYmJuj1erRaLbGxsWg0\nGurr68nPz2fbtm1P+9QfGYmBxKBt+0tLS7l3754y3QPg4sWL7Nixg27duqHVatHpdPzhD3/4r44v\nya4QQghhhAy9XlqtloCAAJycnJgyZQojR46ke/fuRrml7KMmMXj+YtC2h1an02Fubs7Vq1cJCQlB\np9MRExODr68vnTt3/q/qDss0BiGEEMLI6PV6JYG5ePEitra2vPHGG8yePRtz8+Zb97OU4DyMxOD5\njEHLRLepqUlp56lTp4DmOdCTJ09WXvPf1N2VZFcIIYQwMlqtlvLycuzs7Pj888+VRU7m5uZGu4PW\noyYxeH5jYOjdrays5Nq1a5iZmbFz506ioqKUsmU/pf0yjUEIIYQwMllZWSxZsgSNRoNGoyEqKupp\nn9ITJzGQGJw6dYr333+fQYMG0atXL6Xe8E8lya4QQghhpGpqapSapMa+2v5xkRhIDBoaGrC0tAR+\nWo+ugSS7QgghhBDimfVsTvYQQgghhBACSXaFEEIIIcQzTJJdIYQQQgjxzJJkVwghhBBCPLMk2RVC\nCCGEEM8sSXaFEEIIIcQz6/8AFK4CfWuHaakAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f97dadd1f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[10, 5])\n",
    "pipelines = ['CSP+LDA','TS']\n",
    "\n",
    "results = []\n",
    "for pipeline in pipelines:\n",
    "    r = pd.read_csv('../results/MotorImagery/TwoClass/%s.csv' % (pipeline), index_col=0)\n",
    "    results.append(r)\n",
    "results = pd.concat(results, ignore_index=True)\n",
    "#results.loc[results['Pipeline']=='TS', 'Pipeline'] = 'Riemann'\n",
    "\n",
    "g = sns.barplot(x='Dataset', y='Score', data=results, hue='Pipeline',\n",
    "                palette=sns.color_palette('Blues', 3))\n",
    "g.set_ylim(0.5,1)\n",
    "g.set_ylabel('AUC')\n",
    "g.set_xlabel('')\n",
    "plt.xticks(rotation=-25)\n",
    "plt.legend(loc='upper right')\n",
    "#g.set_xticklabels(['D1', 'D2', 'D3', 'D4', 'D5', 'D6', 'D7', 'D8', 'D9'])\n",
    "\n",
    "plt.tight_layout()\n",
    "#plt.savefig('results_MI.pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f97dea0da90>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LY44swW0a6IkEEmBZjvsCIKewiFN/OZvqincoO2Uytu3EYgzI9XBELy+SBHk+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RaRhsNNIWNQBx8GdfBp8ARMkcbliy++YP369SQnJ6NQKEhNTaV37963PN/SpUsJDQ0VjYlbRMyh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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f97dea0d860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res = []\n",
    "res = pd.read_csv('../results/MotorImagery/TwoClass/TS.csv', index_col=0)\n",
    "res['TS'] = res['Score']\n",
    "res['CSP+LDA'] = pd.read_csv('../results/MotorImagery/TwoClass/CSP+LDA.csv', index_col=0)['Score']\n",
    "sns.lmplot(data=res, x='CSP+LDA', y='TS', fit_reg=False, palette='Blues', hue='Dataset')\n",
    "plt.xlim(0.3, 1)\n",
    "plt.ylim(0.3, 1)\n",
    "plt.plot([0.3, 1], [0.3, 1], ls='--', c='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TCIfDxONxADZt2kRnZycf+tCHAPjnf/5nfv/73+/3969EMgI5zsyoD7BiS5ScafNGb5Lj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\nREREAvIHv4rfmZWlMEcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f97dc680eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "per = (100. * np.arange(len(res))) / len(res)\n",
    "plt.plot(per, np.sort(res['TS'].values)[::-1])\n",
    "plt.plot(per, np.sort(res['CSP+LDA'].values)[::-1])\n",
    "plt.ylim(0.4, 1.)\n",
    "plt.plot([0, 100], [0.5, 0.5], ls='--', c='k')\n",
    "plt.legend(['TS', 'CSP+LDA', 'Chance Level'])\n",
    "plt.xlim(0, 100)\n",
    "plt.ylabel('AUC')\n",
    "plt.xlabel('Subjects (%)');\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.4, 0.4)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2do4++mhGjhzJxo0beeyxx0gkEjz44IO89tprpFIpjjvuOO69914KCwtZtmwZ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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f97dae3d9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "res = []\n",
    "plt.figure(figsize=[5, 8])\n",
    "res = pd.read_csv('../results/MotorImagery/TwoClass/TS.csv', index_col=0)\n",
    "res['Score'] -= pd.read_csv('../results/MotorImagery/TwoClass/CSP+LDA.csv', index_col=0)['Score']\n",
    "plt.plot([0, 0],[-1,10], ls='--', c='k')\n",
    "sns.swarmplot(data=res, x='Score', y='Dataset', palette='Blues');\n",
    "plt.xlabel('AUC Difference');\n",
    "plt.xlim(-0.4, 0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
